CINXE.COM

<!doctype html>      <html class="no-js" lang="en-US"> <head><meta charset="utf-8"><meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1" ><meta name="viewport" content="user-scalable=no, width=device-width, initial-scale=1, maximum-scale=1" /><meta name="apple-mobile-web-app-capable" content="yes" /><link href="//maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet"> <style> #icon_wrapper .fuse_social_icons_links .fa { font-family: 'FontAwesome' !important; } .fb-awesome-social::before { content: "\f09a" !important; } #icon_wrapper { position: fixed; top: 25%; right: 0px; z-index: 99999; } .awesome-social { margin-top:2px; color: white !important; text-align: center !important; line-height: 25px !important; width: 24px !important; height: 24px !important; font-size: 1em !important; -moz-transition: width 0.5s, height 0.5s, -webkit-transform 0.5s; /* For Safari 3.1 to 6.0 */ -webkit-transition: width 0.5s, height 0.5s, -webkit-transform 0.5s; /* For Safari 3.1 to 6.0 */ transition: width 0.5s, height 0.5s, transform 0.5s; } .awesome-social:hover { -webkit-transform: rotate(360deg); /* Chrome, Safari, Opera */ transform: rotate(deg); -moz-transform: rotate(360deg); /* Chrome, Safari, Opera */ -ms-transform: rotate(360deg); /* Chrome, Safari, Opera */ } .fuse_social_icons_links { outline:0 !important; } .fuse_social_icons_links:hover{ text-decoration:none !important; } .fb-awesome-social { background: #3b5998; } .tw-awesome-social { background:#00aced; } .rss-awesome-social { background:#FA9B39; } .linkedin-awesome-social { background:#007bb6; } .youtube-awesome-social { background:#bb0000; } .flickr-awesome-social { background: #ff0084; } .pinterest-awesome-social { background:#cb2027; } .stumbleupon-awesome-social { background:#f74425 ; } .google-plus-awesome-social { background:#f74425 ; } .instagram-awesome-social { background: -moz-linear-gradient(45deg, #f09433 0%, #e6683c 25%, #dc2743 50%, #cc2366 75%, #bc1888 100%); background: -webkit-linear-gradient(45deg, #f09433 0%,#e6683c 25%,#dc2743 50%,#cc2366 75%,#bc1888 100%); background: linear-gradient(45deg, #f09433 0%,#e6683c 25%,#dc2743 50%,#cc2366 75%,#bc1888 100%); filter: progid:DXImageTransform.Microsoft.gradient( startColorstr='#f09433', endColorstr='#bc1888',GradientType=1 ); } .tumblr-awesome-social { background: #32506d ; } .vine-awesome-social { background: #00bf8f ; } .vk-awesome-social { background: #45668e ; } .soundcloud-awesome-social { background: #ff3300 ; } .reddit-awesome-social{ background: #ff4500 ; } .stack-awesome-social{ background: #fe7a15 ; } .behance-awesome-social{ background: #1769ff ; } .github-awesome-social{ background: #999999 ; } .envelope-awesome-social{ background: #ccc ; } /* Mobile */ /* Custom Background */ .awesome-social { background:#323840 !important; } .awesome-social{ -webkit-transition-property:color, text; -webkit-transition-duration: 0.25s, 0.25s; -webkit-transition-timing-function: linear, ease-in; -moz-transition-property:color, text; -moz-transition-duration:0.25s; -moz-transition-timing-function: linear, ease-in; -o-transition-property:color, text; -o-transition-duration:0.25s; -o-transition-timing-function: linear, ease-in; } .fb-awesome-social:hover { color: #3b5998 !important; } .tw-awesome-social:hover { color:#00aced !important; } .rss-awesome-social:hover { color:#FA9B39 !important; } .linkedin-awesome-social:hover { color:#007bb6 !important; } .youtube-awesome-social:hover { color:#bb0000 !important; } .flickr-awesome-social:hover { color: #ff0084 !important; } .pinterest-awesome-social:hover { color:#cb2027 !important; } .stumbleupon-awesome-social:hover { color:#f74425 !important; } .google-plus-awesome-social:hover { color:#f74425 !important; } .instagram-awesome-social:hover { color:#517fa4 !important; } .tumblr-awesome-social:hover { color: #32506d !important; } .vine-awesome-social:hover { color: #00bf8f !important; } .vk-awesome-social:hover { color: #45668e !important; } .soundcloud-awesome-social:hover { color: #ff3300 !important; } .reddit-awesome-social:hover{ color: #ff4500 !important; } .stack-awesome-social:hover{ color: #fe7a15 !important; } .behance-awesome-social:hover{ color: #1769ff !important; } .github-awesome-social:hover{ color: #999999 !important; } </style><meta name='robots' content='noindex, follow' />  <script data-cfasync="false" data-pagespeed-no-defer> var gtm4wp_datalayer_name = "dataLayer"; var dataLayer = dataLayer || []; </script>  <title>NLP Archives | Open Data Science Conference</title><link rel="stylesheet" id="siteground-optimizer-combined-css-518a7a5fa74639197a615aa89ad5b0db" href="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/siteground-optimizer-combined-css-518a7a5fa74639197a615aa89ad5b0db.css" media="all" /><link rel="preload" href="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/siteground-optimizer-combined-css-518a7a5fa74639197a615aa89ad5b0db.css" as="style"><meta property="og:locale" content="en_US" /><meta property="og:type" content="article" /><meta property="og:title" content="NLP Archives" /><meta property="og:url" content="https://odsc.com/blog/category/nlp/" /><meta property="og:site_name" content="Open Data Science Conference" /><meta name="twitter:card" content="summary_large_image" /><meta name="twitter:site" content="@ODSC" /> <script type="application/ld+json" class="yoast-schema-graph">{"@context":"https://schema.org","@graph":[{"@type":"CollectionPage","@id":"https://odsc.com/blog/category/nlp/","url":"https://odsc.com/blog/category/nlp/","name":"NLP Archives | Open Data Science Conference","isPartOf":{"@id":"https://odsc.com/#website"},"primaryImageOfPage":{"@id":"https://odsc.com/blog/category/nlp/#primaryimage"},"image":{"@id":"https://odsc.com/blog/category/nlp/#primaryimage"},"thumbnailUrl":"https://odsc.com/wp-content/uploads/2024/01/shutterstock_2354631481-639x300-1.jpg","breadcrumb":{"@id":"https://odsc.com/blog/category/nlp/#breadcrumb"},"inLanguage":"en-US"},{"@type":"ImageObject","inLanguage":"en-US","@id":"https://odsc.com/blog/category/nlp/#primaryimage","url":"https://odsc.com/wp-content/uploads/2024/01/shutterstock_2354631481-639x300-1.jpg","contentUrl":"https://odsc.com/wp-content/uploads/2024/01/shutterstock_2354631481-639x300-1.jpg","width":639,"height":300},{"@type":"BreadcrumbList","@id":"https://odsc.com/blog/category/nlp/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://odsc.com/"},{"@type":"ListItem","position":2,"name":"NLP"}]},{"@type":"WebSite","@id":"https://odsc.com/#website","url":"https://odsc.com/","name":"Open Data Science Conference","description":"Data Science Conferences","publisher":{"@id":"https://odsc.com/#organization"},"inLanguage":"en-US"},{"@type":"Organization","@id":"https://odsc.com/#organization","name":"ODSC","url":"https://odsc.com/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https://odsc.com/#/schema/logo/image/","url":"https://odsc.com/wp-content/uploads/2015/12/HIGHRESODSCLOGO.png","contentUrl":"https://odsc.com/wp-content/uploads/2015/12/HIGHRESODSCLOGO.png","width":991,"height":302,"caption":"ODSC"},"image":{"@id":"https://odsc.com/#/schema/logo/image/"},"sameAs":["https://www.facebook.com/OPENDATASCI","https://x.com/ODSC"]}]}</script> <link rel='dns-prefetch' href='//js.hs-scripts.com' /> <script type="text/javascript">var ajaxurl = 'https://odsc.com/wp-admin/admin-ajax.php';</script><link rel='stylesheet' id='bdp-widget-fontawesome-stylesheets-css' href='https://odsc.com/wp-content/plugins/blog-designer-pro/public/css/font-awesome.min.css' type='text/css' media='all' /> <style id='widget-for-eventbrite-api-display-eventbrite-events-style-inline-css' type='text/css'> </style> <style id='classic-theme-styles-inline-css' type='text/css'> /*! This file is auto-generated */ .wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none} </style> <style id='global-styles-inline-css' type='text/css'> :root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgba(6,147,227,1) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgba(255,105,0,1) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgba(255, 255, 255, 1), 6px 6px rgba(0, 0, 0, 1);--wp--preset--shadow--crisp: 6px 6px 0px rgba(0, 0, 0, 1);}:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;} :where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;} :where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;} :root :where(.wp-block-pullquote){font-size: 1.5em;line-height: 1.6;} </style> <style id='wcs-timetable-inline-css' type='text/css'> .wcs-single__action .wcs-btn--action{color:rgba( 255,255,255,1);background-color:#BD322C} </style> <style id='wpex-timeline-dark-css-inline-css' type='text/css'> .wpex-timeline > li .wpex-timeline-icon .fa{font-weight: normal;} </style> <style id='wpgb-head-inline-css' type='text/css'> .wp-grid-builder:not(.wpgb-template),.wpgb-facet{opacity:0.01}.wpgb-facet fieldset{margin:0;padding:0;border:none;outline:none;box-shadow:none}.wpgb-facet fieldset:last-child{margin-bottom:40px;}.wpgb-facet fieldset legend.wpgb-sr-only{height:1px;width:1px} </style>  <script> (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) })(window,document,'script','//www.google-analytics.com/analytics.js','ga'); ga('create', 'UA-69911961-1', 'auto'); ga('send', 'pageview'); </script>  <script type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/jquery.min.js" id="jquery-core-js"></script> <script type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/jquery-migrate.min.js" id="jquery-migrate-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/blog-designer-pro/public/js/imagesloaded.pkgd.min.js" id="bdp-imagesloaded-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/blog-designer-pro/public/js/isotope.pkgd.min.js" id="bdp_isotope_script-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/blog-designer-pro/public/js/ticker.min.js" id="bdp-ticker-js"></script> <script type="text/javascript" id="be-gdpr-js-extra"> /* <![CDATA[ */ var beGdprConcerns = {"youtube":{"label":"Youtube","description":"Consent to display content from YouTube.","required":false},"vimeo":{"label":"Vimeo","description":"Consent to display content from Vimeo.","required":false},"gmaps":{"label":"Google Maps","description":"Consent to display content from Google Maps.","required":false}}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/be-gdpr.min.js" id="be-gdpr-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/svg-support/vendor/DOMPurify/DOMPurify.min.js" id="bodhi-dompurify-library-js"></script> <script type="text/javascript" id="widget-for-eventbrite-api-display-eventbrite-events-script-js-extra"> /* <![CDATA[ */ var wfea_freemius = {"current_plan":"PLAN_NAME","can_use_premium_code":"","is_plan_silver":"","is_plan_gold":"","is_plan_platinum":""}; var wfea_controls_meta = {"common":{"free":[{"name":"wfea_limit","label":"Number of Events to Display","type":"number","args":{"default":5}},{"name":"wfea_order_by","label":"Event Sort Order","type":"select2","args":{"options":{"asc":"Ascending Date","desc":"Descending Date","created_asc":"Created Date \u2013 ascending","created_desc":"Created Date \u2013 descending","published_asc":"EB Published Ascending","published_desc":"EB Published Descending"}}}]},"display":{"free":[{"name":"wfea_booknow","label":"Book Now button"},{"name":"wfea_date","label":"Event Date\/Time in Heading","args":{"condition":{"wfea_layout!":"short_date"}}},{"name":"wfea_excerpt","label":"Excerpt of Event Summary"},{"name":"wfea_thumb","label":"Image Display"},{"name":"wfea_thumb_original","label":"High Resolution Image","args":{"condition":{"wfea_thumb":["true"]}}},{"name":"wfea_readmore","label":"Read More Link on Excerpt","args":{"condition":{"wfea_layout!":["cal","cal_list"]}}}]},"enabling":{"free":[{"name":"wfea_newtab","label":"Link to EB in New Tab","args":{"default":"","condition":{"wfea_layout!":["cal","cal_list"]}}}]},"filtering":[],"selection":{"free":[{"name":"wfea_status","label":"Event Status","type":"select2","args":{"options":{"live":"Live","started":"Started","ended":"Ended","canceled":"Canceled","draft":"Draft","all":"All"},"default":"live","multiple":"true"}}]},"settings":{"free":[{"name":"wfea_booknow_text","label":"Book Now Wording","type":"text","args":{"default":"Register >>"}},{"name":"wfea_css_class","label":"Custom CSS Class","type":"text"},{"name":"wfea_cssID","label":"Custom CSS ID","type":"text"},{"name":"wfea_thumb_align","label":"Image Alignment","type":"select2","args":{"options":{"eaw-alignleft":"Left","eaw-alignright":"Right","eaw-aligncenter":"Center"},"condition":{"wfea_layout":"widget"},"default":"eaw-alignright"}},{"name":"wfea_length","label":"Length of Description","type":"number"},{"name":"wfea_thumb_width","label":"Image Width","type":"number","args":{"condition":{"wfea_layout":"widget"},"default":350,"max":""}},{"name":"wfea_thumb_default","label":"Default Image","type":"text"},{"name":"wfea_readmore_text","label":"Read More Wording","type":"text","args":{"default":"Read More >>","condition":{"wfea_layout!":["cal","cal_list"]}}}]},"ajaxurl":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php","nonce":"de52649481"}; /* ]]> */ </script> <script defer type="text/javascript" id="cookie-notice-front-js-before"> /* <![CDATA[ */ var cnArgs = {"ajaxUrl":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php","nonce":"9e10383cea","hideEffect":"fade","position":"bottom","onScroll":true,"onScrollOffset":100,"onClick":false,"cookieName":"cookie_notice_accepted","cookieTime":2592000,"cookieTimeRejected":2592000,"globalCookie":false,"redirection":false,"cache":false,"revokeCookies":true,"revokeCookiesOpt":"manual"}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/cookie-notice/js/front.min.js" id="cookie-notice-front-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/core.min.js" id="jquery-ui-core-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/bodhi_svg_inline.min.js" id="bodhi_svg_inline-js"></script> <script defer type="text/javascript" id="bodhi_svg_inline-js-after"> /* <![CDATA[ */ cssTarget={"Bodhi":"img.style-svg","ForceInlineSVG":"style-svg"};ForceInlineSVGActive="false";frontSanitizationEnabled="on"; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/tatsu/includes/typehub/public/js/webfont.min.js" id="webfontloader-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/oba_youtubepopup_plugin.min.js" id="oba_youtubepopup_plugin-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/oba_youtubepopup_activate.min.js" id="oba_youtubepopup_activate-js"></script> <script type="text/javascript" id="etn-public-pro-js-extra"> /* <![CDATA[ */ var etn_pro_public_object = {"ajax_url":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php","location_map_nonce":"d0ad2e6485","scanner_nonce":"89f701ee2d","attendee_page_link":"https:\/\/odsc.com\/wp-admin\/edit.php?post_type=etn-attendee","scanner_common_msg":"Something went wrong! Please try again.","attendee_verification_style":"on","location_icon":"https:\/\/odsc.com\/wp-content\/plugins\/eventin-pro\/assets\/images\/location-icon.png","attendee_registration_option":"","event_expired_message":"This event has been expired."}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/etn-public-pro.min.js" id="etn-public-pro-js"></script> <script type="text/javascript" id="etn-rsvp-public-js-extra"> /* <![CDATA[ */ var localized_rsvp_data = {"ajax_url":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php","attendee_title":"Attendee"}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/etn-rsvp-public.min.js" id="etn-rsvp-public-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/etn-google-public.min.js" id="etn-google-public-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/mouse.min.js" id="jquery-ui-mouse-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/resizable.min.js" id="jquery-ui-resizable-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/draggable.min.js" id="jquery-ui-draggable-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/controlgroup.min.js" id="jquery-ui-controlgroup-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/checkboxradio.min.js" id="jquery-ui-checkboxradio-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/button.min.js" id="jquery-ui-button-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/dialog.min.js" id="jquery-ui-dialog-js"></script> <script type="text/javascript" id="widget-for-eventbrite-api-js-extra"> /* <![CDATA[ */ var wfea_frontend = {"ajaxurl":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php"}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/widget-for-eventbrite-api.min.js" id="widget-for-eventbrite-api-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/themes/oshin/oshin/js/vendor/modernizr.min.js" id="modernizr-js"></script><link rel="https://api.w.org/" href="https://odsc.com/wp-json/" /><link rel="alternate" title="JSON" type="application/json" href="https://odsc.com/wp-json/wp/v2/categories/306" /><link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://odsc.com/xmlrpc.php?rsd" /><meta name="generator" content="WordPress 6.7" /><meta name="framework" content="Redux 4.1.29" /> <style type="text/css"> /* Add your CSS code here. For example: .example { color: red; } For brushing up on your CSS knowledge, check out http://www.w3schools.com/css/css_syntax.asp End of comment */ /*.single-portfolio .butonici {display:none!important}*/</style>   <style type="text/css"> /* Add your CSS code here. For example: .example { color: red; } For brushing up on your CSS knowledge, check out http://www.w3schools.com/css/css_syntax.asp End of comment */ /*.group-content__price__table.c_5 .price__table__column.column--ticket:nth-child(4) .column__title{ background: #00bcdd!important; } .group-content__price__table.c_5 .price__table__column.column--ticket:nth-child(4) .column__title:after { border-top: 8px solid #00bcdd!important; } .group-content__price__table.c_5 .price__table__column.column--ticket:nth-child(4) .button { border-radius: 5px!important; background-color: #00bcdd!important; padding: 8px 32px!important; } .group-content__price__table.c_5 .price__table__column.column--ticket:nth-child(4) .column__option .fa-check { color:#00bcdd; } .group-content__price__table.c_5 .price__table__column.column--ticket:nth-child(4) .button:hover { color:#15244a!important; } */ .secfocus { white-space: nowrap; } .etn-content-item{color:#e6d7d7!important} .schedule-tab-2 .etn-schedule-speaker-title { color: white!important; } .schedule-tab-2 .etn-schedule-single-speaker span { display: block; color: #1a9fe5; } .etn-icon.fa-linkedin:before { content: "\e904"!important; } .single-etn-speaker .etn-etn-icon.fa-linkedin:before{display:none!important} .single-etn-speaker .etn-schedule-location {display:none!important} .etn-event-item .etn-event-location, .etn-event-tag-list a:hover, .etn-schedule-wrap .etn-schedule-info .etn-schedule-time { color: #0057c1; /*display: none!important;*/ } .firstfocus{background:blue;padding: 7px 15px;margin: 5px;margin-right: 3px;border-radius: 10px;} .secfocus{background: #00bcdd;padding: 7px 15px;margin-left: 3px;border-radius: 10px;} .thirdtfocus{background: #00bcdd;padding: 7px 15px;margin-left: 3px;border-radius: 10px;} .locationvirtlive{margin-top: 20px;margin-left: 6px;font-weight: bold;font-size: 18px;} .etn-schedule-wrap .etn-schedule-info .etn-schedule-time { margin-bottom: 0px!important; } .etn-schedule-wrap .etn-schedule-info .etn-schedule-time { background: #1a9fe5; padding: 5px 18px!important;} .etn-schedule-wrap .etn-single-schedule-item { border-bottom: 1px solid #eaeaea; padding: 20px 0!important; margin: 0; } .etn-schedule-wrap .etn-schedule-info .etn-schedule-location { display: block; padding-left: 0px; font-size: .875rem; line-height: 2.25rem!important; position: relative; padding-top: 10px; } .etn-schedule-wrap .etn-schedule-info .etn-schedule-location i{display:none!important;} .etn-schedule-wrap .etn-schedule-info .etn-schedule-location { display: block; padding-left: 0px; font-size: .875rem; line-height: 1.25rem; position: relative; padding-top: 10px; } .etn-event-item .etn-event-location, .etn-event-tag-list a:hover, .etn-schedule-wrap .etn-schedule-info .etn-schedule-time { color: #0057c1; /* display: none;*/ } .etn-location:before { content: "\e916"!important; } .schedule-tab-wrapper .etn-nav { padding: 0; margin: 0 0 40px; margin: 0 auto; display: table; padding: 30px 0px; /* display: none!important;*/ } .schedule-tab-wrapper .etn-schedule-speaker .etn-schedule-single-speaker .etn-schedule-speaker-title { position: relative; left: 0; top: 0; padding: 0; background: #5d78ff; color: #fff; font-size: 20px; line-height: 30px; padding: 3px 10px; transition: all .4s ease; -webkit-transition: all .4s ease; -moz-transition: all .4s ease; -ms-transition: all .4s ease; opacity: 1; visibility: visible; margin: 0 auto; white-space: nowrap; display: table; } .schedule-tab-wrapper .etn-schedule-speaker .etn-schedule-single-speaker img { width: 200px; height: 200px; object-fit: cover; } .etn-schedule-wrap .etn-schedule-info .etn-schedule-time { background: #1a9fe5; padding: 10px 18px; border-radius: 36px; -webkit-border-radius: 36px; -ms-border-radius: 36px; color: white!important; font-size: 15px; font-weight: 700; display: inline-block; text-transform: uppercase; margin-bottom: 10px; } .schedule-tab-2 .etn-accordion-heading i { padding: 8px 10px; background: #ffeff5; color: #189fe5; border-radius: 5px; -webkit-border-radius: 5px; -ms-border-radius: 5px; } .etn-acccordion-contents {padding-right: 55px;} .schedule-tab-2 .etn-schedule-single-speaker img { border-radius: 5px; -webkit-border-radius: 5px; -ms-border-radius: 5px; width: 100px; height: 100px; object-fit: cover; } .schedule-tab-2 .etn-schedule-speaker-designation { font-size: 17px; line-height: 24px; } .schedule-tab-2 .etn-schedule-speaker-title { font-size: 18px; font-weight: 500; line-height: 28px; color: white; } .schedule-tab-2 .etn-schedule-single-speaker { margin-right: 20px; display: inline-block; text-align: left; } .etn-schedule-info{color: white;} .etn-schedule-wrap .etn-schedule-content .etn-title { margin-bottom: 10px; color: white; } .schedule-tab-wrapper .etn-nav li a .etn-day { font-size: .9375rem; color: #ffffff; font-weight: 500; text-align: center; } .schedule-tab-wrapper .etn-nav li a { font-size: 1.25rem; font-weight: 700; color: #ffffff;} .schedule-tab-wrapper .etn-nav { padding: 0; margin: 0 0 40px; margin: 0 auto; display: table;padding: 30px 0px; }</style>   <style type="text/css"> /* Add your CSS code here. For example: .example { color: red; } For brushing up on your CSS knowledge, check out http://www.w3schools.com/css/css_syntax.asp End of comment */ .wp-grid-builder .wpgb-sidebar { flex-basis: 300px; min-width: 0; padding-left: 40px; } .wp-grid-builder .wpgb-scheme-dark .wpgb-idle-scheme-2, .wp-grid-builder .wpgb-scheme-dark [class^="wpgb-block-"].wpgb-hover-scheme-2:hover { color: #565656; margin-bottom: 30px; } .tcode-event-schedule .scheduled-days .scheduled-day .row-day { font-size: 18px!important; padding-top: 26px; line-break: normal; } @media only screen and (min-width: 767px) { .group-content__price__table.c_6 .price__table__column.column--ticket { width: 14.6%!important; } .group-content__price__table.c_6 .price__table__column.column--options { border-color: transparent; width: 280px!important; position: absolute; margin-left: -156px!important; } .group-content__price__table.c_6 { display: table; width: 100%!important; max-width: 100%!important; margin: 0 auto; margin-top: 35px; position: relative; padding-left: 150px; } .group-content__price__table.c_5 .price__table__column.column--options { border-color: transparent; width: 279px!important; position: absolute; margin-left: -149px!important; } } </style>   <style type="text/css"> /* Add your CSS code here. For example: .example { color: red; } For brushing up on your CSS knowledge, check out http://www.w3schools.com/css/css_syntax.asp End of comment */ .envira-tags-filter-active{ border-radius: 0!important; background-color: transparent!important; color: black!important!important; border: 4px solid black!important; PADDING: 10PX 20PX!important;} .envira-tags-filter-link{ border-radius: 0!important; background-color: transparent!important; color: black!important; } .envira-tags-filter-list{ display: table!important; margin: 0 auto!important; padding-bottom: 40px!important;} .filters.rounded .sort { padding: 3px 20px; color: black!important; font-size: 18px; } .filters.rounded .current_choice { border-radius: 0!important; background-color: transparent!important; color: black!important; border: 4px solid black!important; } #portdark .thumb-wrap{pointer-events:none!important; cursor:normal!important}</style>   <style type="text/css"> /* Add your CSS code here. For example: .example { color: red; } For brushing up on your CSS knowledge, check out http://www.w3schools.com/css/css_syntax.asp End of comment */ #tree-container { display: flex; justify-content: center; } .node { cursor: pointer; } .overlay { background-color: black!important; } .node circle { stroke: steelblue; stroke-width: 1.5px; } .node text { font-size: 14px; font-family: sans-serif; } .link { fill: none; } div.tooltip { position: absolute; padding: 10px 15px; font: 12px sans-serif; background: lightsteelblue; border: 0px; border-radius: 8px; z-index: 1; box-shadow: 0 5px 10px rgba(0,0,0,0.2); } div.tooltip:empty { padding: 0; } div.tooltip p { margin: 5px 0 0; } </style>   <style type="text/css"> /* Add your CSS code here. For example: .example { color: red; } For brushing up on your CSS knowledge, check out http://www.w3schools.com/css/css_syntax.asp End of comment */ #ptsTableInitEditHtmlDlg{width:100%!important} .woocommerce div.product div.images, .woocommerce #content div.product div.images, .woocommerce-page div.product div.images, .woocommerce-page #content div.product div.images { margin-top: 0px; } .woocommerce div.product div.summary, .woocommerce #content div.product div.summary, .woocommerce-page div.product div.summary, .woocommerce-page #content div.product div.summary { margin-bottom: 2em; width: 48%; float: right; margin-top: 50px; } .woocommerce .product-single-boxed-content { margin-bottom: 0px; } .woocommerce .product-single-boxed-content { margin-bottom: 0px; background: #ebeff6; padding-top: 0; margin-bottom: 40px; } .woocommerce div.product form.cart .button, .woocommerce #content div.product form.cart .button, .woocommerce-page div.product form.cart .button, .woocommerce-page #content div.product form.cart .button { vertical-align: middle; float: left; background: #00bcdd!important; border: #00bcdd!important; color: white!important; } .woocommerce div.product form.cart, .woocommerce #content div.product form.cart, .woocommerce-page div.product form.cart, .woocommerce-page #content div.product form.cart { margin-bottom: 35px; margin-top: 20px; text-transform: uppercase; } .woocommerce-tabs{display:none!important} .woocommerce-variation-price .price{display:block!important} .entry-summary .price, .product_meta{display:none} .woocommerce-page.single.single-product #content div.product h1.product_title.entry-title{ font: 700 35px "Source Sans Pro","Open Sans","Arial",sans-serif!important; color: #515151!important; line-height: 42px!important; letter-spacing: 1px!important; text-transform: none!important; } .product-single-boxed-content .custom-share-button{display:none!important}</style>   <style type="text/css"> /* Add your CSS code here. For example: .example { color: red; } For brushing up on your CSS knowledge, check out http://www.w3schools.com/css/css_syntax.asp End of comment */ /* Add your CSS code here. For example: .example { color: red; } For brushing up on your CSS knowledge, check out http://www.w3schools.com/css/css_syntax.asp End of comment */ .widgets_on_page>ul, .widgets_on_page>ul li { list-style: none; background: 0 0; padding-left: 0px; } .hbspt-form input[type="email"] {width: 100%!important;} .poster #navigation-right-side { width: 55%!important; padding-left:0px!important; } .poster #header-wrap .logo{display:none!important} .poster #header-top-bar{display:none!important} .poster #navigation-left-side a{display:none!important} .tatsu-divider-wrap.tatsu-animate{ visibility: visible!important; } .tatsu-shortcode-module .svg_container.big { padding: 20px; width: 80px; height: 80px; } a.glink img { margin: 0px 3px; } .menu-item-gtranslate:after{display:none!important} .paded{margin-top:40px!important; margin-bottom:40px!important;} #popmake-47777 .vc_column-inner{padding-top:0px!important;} #popmake-47777 .wpb_single_image.vc_align_left{margin-bottom:0px!important} #popmake-47777{ /* padding: 18px; border-radius: 0px!important; border: none!important; box-shadow: 0px 0px 30px 0px rgba( 2, 2, 2, 1.00 )!important; background-image: url(https://staging6.odsc.com/wp-content/uploads/2020/02/popup-2.jpg)!important;*/ padding-left: 0px!important; padding-top: 0px!important; padding-bottom: 0px!important;} .popi2 input[type="submit"] { background: #0072bc!important; color: white!important; text-transform: uppercase!important; font-size: 27px!important; font-weight: normal!important; padding: 19px 25px; text-align: center; width: 74%; margin: 0 auto; display: table; } .popi input[type="submit"] {background: #f7941d!important; color: white!important; text-transform: uppercase!important; font-size: 27px!important; font-weight: normal!important; padding: 19px 25px;} .hs-form-required{display:none!important} .texs{ border: 3px solid white; padding: 50px 40px;} /*.popmake-content p:first-child{display:none!important}*/ #popmake-47580{ padding: 18px; border-radius: 0px!important; border: none!important; box-shadow: 0px 0px 30px 0px rgba( 2, 2, 2, 1.00 )!important; /* background-color: rgba( 255, 255, 255, 1.00 ); */ background-image: url(https://staging6.odsc.com/wp-content/uploads/2020/02/popup-4.jpg)!important; } .icon-icon_plus:before { content: "\e806"; color: white; } #header .be-mobile-menu-icon span { background-color: #ffffff!important; } @media only screen and (max-width: 476px) { .schedule-tab-wrapper .etn-nav{display:none!important;} .ui-tabs .ui-tabs-nav li a { border-bottom: 2px solid; color: #1a9fe5; font-size: 30px; font-size: 20px!important; line-height: 30px!important; } .schedule-tab-2 .etn-schedule-single-speaker img { border-radius: 5px; -webkit-border-radius: 5px; -ms-border-radius: 5px; width: 50px; height: 50px; object-fit: cover; } } @media only screen and (max-width: 767px) { .etn-acccordion-contents { padding-right: 0px!important; } .nomob{display:none!important} #icon_wrapper { position: fixed; display:none!important; right: 0px; z-index: 99999; } .herojski{left: 0px!important;} } .column__option .fa-check{ color: #0054a6;} .butonici a{width:100%!important; padding-left:unset; padding-right:unset;} h6.gallery-side-heading { font-size: 26px!important; line-height: 32px; } .group-content__price__table { display: table; width: 100%; max-width: 920px; margin: 0 auto; margin-top: 35px; position: relative; padding-left: 150px; } .single-portfolio .onlyport{display:block!important;width: 100%;} .portfolio-details{padding: 0px 27px;} a.custom-share-button{font-size:20px!important} h6.gallery-side-heading { font-size: 26px!important; } .speaker-social-icons i{ font-size: 49px!important; width: 45px; height: 45px; line-height: 45px; margin: 0 auto; display: table; } .speaker-details-circle img { margin: 0 auto; display: table; } .speaks .tatsu-column{margin-bottom:10px!important;} .speaks p{margin-bottom: 20px!important;} .speaks .flip-wrap{width: 100px; float: right;} .speaks .thumb-overlay{display:none!important} .speaks .thumb-bg { display: none; } .single-post .post-title, .single-post .post-date-wrap{margin-top:40px;} .awsm-grid-wrapper .awsm-grid>.awsm-grid-card { min-height: 425px; } .awsm-personal-info h3{margin-bottom: 10px!important;} figcaption .awsm-personal-info{ border-bottom:none!important;} .awsm-personal-info{ padding-top: 20px; border-bottom: 1px solid black; padding-bottom: 15px;} .awsm-personal-info .comptit, .jobpos{ text-transform: uppercase; font-size: .9em; line-height: 1.9; display: block; color: black; } .jobpos{ font-style: italic;} #page-content h3{ font-family: Roboto; font-weight: 300;} p span, .tatsu-button-wrap a{ font-family: Roboto; font-weight: 300;} h5 span, h4{font-family: Roboto!important;} h2 span, .tatsu-text-inner, p, span, strong, h1, h2, h3, h4, h5 {font-family: Roboto!important;} h3{font-weight:700!important} #page-content li{font-family: Roboto!important; } .single-post .hero-section-wrap{height:400px;} .style1-blog .article-details, .style5-blog .article-details, .style6-blog .article-details { padding: 0px 0 0!important; } .single-post .content{padding-top:40px!important;} .single-post .tagcloud{display:none!important;} .post-template-default #header-wrap{display:block!important;} .post-title a{ font: 700 55px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 70px; letter-spacing: 0px; text-transform: none;} .style2-blog .post-nav, .style3-blog .post-nav, .style5-blog .post-nav, .style6-blog .post-nav{ display:none!important; } .single-post .section-overlay{ opacity: 0.5!important;} .single-post select{ width: 99%!important;} .single-post .hbspt-form input[type="text"]{ width: 95%!important;} .single-post .stacked .actions { margin-left: 0!important;margin-top:0px!important;padding-top:0px!important} .single-post .hs-button { display: table!important; margin: 0 auto!important; } .single-post .hbspt-form input[type="text"] { padding-bottom: 0px; width: 95%!important; } .single-post .hs-field-desc { width: 100%; color: #aaa; margin: 0px 0px 5px 150px; font-size: 11px; font-family: "Helvetica Neue",Helvetica,Arial,sans-serif; line-height: 15px; text-align: center; } .single-post .hs-form-required{display:none!important;} .single-post .hbspt-form { border: 1px solid #1fbdef!important; padding: 10px; } .single-post .hs-input {margin-bottom:0px!important} .single-post .hs-richtext h5 { font-family: Open Sans, Arial, sans-serif; font-size: 20px; text-align: center; color: #1fbdef; } #navigation-left-side { padding-right: 90px; } #navigation-right-side { padding-left: 90px; } #navigation-left-side a, #navigation-right-side a, #navigation a { padding: 0 10px!important;} .ui-accordion .ui-accordion-header.ui-state-active { background: #2CB5E9!important; } .ui-accordion .ui-accordion-header.ui-state-default { background: #428BCA; } body .ui-accordion .ui-accordion-header { margin-top: 1px; } body .ui-accordion .ui-accordion-header { padding: 14px 18px; color: #fff; font-size: 18px; } body .ui-accordion-header-icon.ui-icon.ui-icon-triangle-1-s, body .ui-accordion .ui-accordion-header.ui-state-active:hover .ui-accordion-header-icon.ui-icon.ui-icon-triangle-1-s { width: 24px; height: 24px; float: right!important; background: url(https://staging6.odsc.com/wp-content/themes/oshin/images/rounded_arrow_up.png) no-repeat center center transparent; } body .ui-accordion .ui-accordion-header .ui-accordion-header-icon { position: relative; left: auto; right: auto; top: 0; margin-top: 0; } .ui-icon.ui-icon-triangle-1-e, .ui-accordion .ui-accordion-header.ui-state-default:hover .ui-icon.ui-icon-triangle-1-e { width: 24px; height: 24px; float: right; background: url(https://staging6.odsc.com/wp-content/themes/oshin/images/rounded_arrow.png) no-repeat center center transparent; } .svg_container.big.handshake img { max-width: none; width: 56px; } p.date { color: #15c2e0; font-weight: bold; text-transform: uppercase; margin-bottom: 0; } .svg_container.big.handshake { padding: 25px 30px 20px 15px; } .svg_container.blue, .blue .svg_container { background: rgba(0, 188, 221, 0.32); } .svg_container.big { padding: 20px; width: 40px; height: 40px; } .svg_container { width: 28px; height: 28px; float: left; padding: 14px; margin-top: 0; margin-right: 14px; border-radius: 50%; }</style>   <style type="text/css"> /* Add your CSS code here. For example: .example { color: red; } For brushing up on your CSS knowledge, check out http://www.w3schools.com/css/css_syntax.asp End of comment */ #ptsTableInitEditHtmlDlg{width:100%!important} #odsc-tickets .groups__group { } @media only screen and (max-width: 960px){ body.sticky-header #header #header-inner-wrap.no-transparent { position: fixed!important; left: 0!important; right: 0 !important; top: 0px !important; }} .kolumnspec select { width: 100%!important; font: 400 18px "Source Sans Pro","Open Sans","Arial",sans-serif!important; border:none!important; height:41px!important; } .newslee input[type="email"]{ width: 100%!important;} .kolumnspec ul { list-style: none!important; } #odsc-tickets .groups__group:hover { background: #f7f5f5; } /* Timetable */ @media only screen and (min-width: 992px){ .tcode-event-schedule .scheduled-event .artist-image { height: 92px; width: 92px; } } .artist-image .img-responsive{border-radius: 50%;} @media only screen and (max-width: 767px){ .klasicc .tatsu-eq-cols .tatsu-column { min-height: 270px!important; } } /*register page*/ @media only screen and (max-width: 460px) { .fixe span{line-height:55px;} } .mobmenu{display:none!important;} .mobmenu-push-wrap, body.mob-menu-slideout-over { padding-top: 0px!important; } @media only screen and (max-width: 964px) { .page-id-161 #header-inner-wrap{ /* display:none!important;*/ } .page-id-161 .mobmenu{display:block!important;} .page-id-161 .mobmenu-push-wrap, .page-id-161 body.mob-menu-slideout-over { padding-top: 40px!important; } } .mptt-shortcode-wrapper .mptt-shortcode-table{ color: white; } .mptt-shortcode-wrapper .mptt-shortcode-table tr.mptt-shortcode-row th{ background-color: transparent; color: white; padding: 1rem; } .mptt-shortcode-wrapper .mptt-shortcode-table tbody tr:nth-child(2n+2) { background-color: transparent; } .mptt-shortcode-wrapper .mptt-shortcode-table.mptt-theme-mode tbody td.event{ background-color: transparent; } .mptt-shortcode-wrapper .mptt-shortcode-table tbody div[data-color="#48AFDE"] .event-subtitle, .mptt-shortcode-wrapper .mptt-shortcode-table tbody div[data-color="#48AFDE"] .timeslot{ color: white !important; } .mptt-shortcode-wrapper .mptt-shortcode-table tbody .mptt-shortcode-event.mptt-event-vertical-top[colspan="4"] .mptt-event-container{ background-color: transparent !important; justify-content: center; } .mptt-shortcode-wrapper .mptt-shortcode-table tbody .mptt-event-container .event-title{ font-weight: bold; } .mptt-shortcode-wrapper .mptt-shortcode-table tbody [colspan="4"] .event-title{ font-size: 24px; } .mptt-shortcode-wrapper .mptt-shortcode-table tbody .mptt-event-container:hover .event-title{ text-decoration: none !important; } .mptt-shortcode-wrapper .mptt-shortcode-event.mptt-event-vertical-top[data-column-id="17418"] .mptt-event-container, .mptt-shortcode-wrapper .mptt-shortcode-event.mptt-event-vertical-top[data-column-id="17423"] .mptt-event-container{ background-color: rgba(105, 217, 226, 0.15); } .mptt-shortcode-wrapper .mptt-shortcode-event.mptt-event-vertical-top[data-column-id="17418"] .mptt-event-container:hover, .mptt-shortcode-wrapper .mptt-shortcode-event.mptt-event-vertical-top[data-column-id="17423"] .mptt-event-container:hover{ background-color: rgba(105, 217, 226, .25); } .mptt-shortcode-wrapper .mptt-shortcode-event.mptt-event-vertical-top[data-column-id="17424"] .mptt-event-container, .mptt-shortcode-wrapper .mptt-shortcode-event.mptt-event-vertical-top[data-column-id="17425"] .mptt-event-container{ background-color: rgba(226, 152, 178, 0.15); } .mptt-shortcode-wrapper .mptt-shortcode-event.mptt-event-vertical-top[data-column-id="17424"] .mptt-event-container:hover, .mptt-shortcode-wrapper .mptt-shortcode-event.mptt-event-vertical-top[data-column-id="17425"] .mptt-event-container:hover{ background-color: rgba(226, 152, 178, .25); } .mptt-shortcode-list { color: white; } [data-event-id="17452"] .timeslot{ display: none; } .mptt-shortcode-wrapper .mptt-shortcode-table tbody .mptt-event-container[data-event-id="17452"] .event-subtitle { font-size: .9em; } .mfp-content { position: relative; background-color: #FFF; padding: 40px 20px; width: 90%; max-width: 700px; margin: 20px auto; } .mfp-content h4{ text-align: center; } .mfp-content .timeslots-title,.mfp-content .timeslot{ display: none; } .mfp-preloader{ color: black; } .mfp-content{ position: relative; background-color: #FFF!important; padding: 40px 20px; width: 90%; max-width: 700px; margin: 20px auto;} .mptt-event-container.id-56 a{ font-weight:bold; color: rgb(0, 188, 221)!important; } .mptt-event-container.id-56 a::before{ } .mptt-event-container.id-63,.mptt-event-container.id-64 { background-image: url(https://staging6.odsc.com/wp-content/uploads/2018/05/DinnerDS.jpg);} .mptt-event-container.id-121,.mptt-event-container.id-64 { background-image: url(https://staging6.odsc.com/wp-content/uploads/2017/09/Data-Robot-Networking-Party1.jpg);} .linkic{width: 100%; height: 100%; position: absolute;} .overl{ position: absolute; top: 35%; background: url(https://staging6.odsc.com/wp-content/uploads/2018/05/play-white.svg); width: 20%; background-repeat: no-repeat; left: 40%; height: 100%;} #hu-header-mobile .hu-header-logo { max-height: 75px; margin: 41px auto 0; display: none!important; } .agendica tbody tr:nth-child(2n+2) { background-color: transparent!important; } .agendica tr.mptt-shortcode-row th { background-color: transparent!important; } .agendica tbody td.event { background-color: transparent!important; } .agendica .mptt-shortcode-hours{color:white!important} .agendica th{color:white!important} .agendica .timeslot{color:white!important} .agendica .event-subtitle{color:white!important} .agendica .event-title{color:white!important} .price__table__column .column__header { height: 250px!important; } .price__table__column .column__header .column__desc { font-size: 15px!important; line-height: 20px!important; } .faq_categories .attending { background: url(images/attendee.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .attending.activated { background: url(images/attendee_light.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .hiring { background: url(images/hiring.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .hiring.activated { background: url(images/hiring_light.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .videos { background: url(images/videos.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .videos.activated { background: url(images/videos_light.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .speakers { background: url(images/speaker.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .speakers.activated { background: url(images/speaker_light.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .volunteers { background: url(images/volunteer.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .volunteers.activated { background: url(images/volunteer_light.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .sponsor { background: url(images/sponsor.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .sponsor.activated { background: url(images/sponsor_light.svg) no-repeat center 15px #fff; background-size: 37px; } .faq_categories .group-tickets { background: url(images/group.svg) no-repeat center 12px #fff; background-size: 27px; } .faq_categories .ticket-type { background: url(images/ticket.svg) no-repeat center 12px #fff; background-size: 27px; } .faq_categories .schedule, .faq_categories .odsc { background: url(images/schedule.svg) no-repeat center 12px #fff; background-size: 27px; } .faq_categories .refund-policy { background: url(images/refund.svg) no-repeat center 12px #fff; background-size: 27px; } .faq_categories .trainings { background: url(images/training.svg) no-repeat center 12px #fff; background-size: 27px; } .faq_categories .app-info { background: url(images/mobile.svg) no-repeat center 12px #fff; background-size: 27px; } .faq_categories .scholarships { background: url(images/scholarship.svg) no-repeat center 12px #fff; background-size: 27px; } .faq_categories .promotions-pricing { background: url(images/pricing.svg) no-repeat center 12px #fff; background-size: 27px; } .faq_categories .odsc-europe-2017, .faq_categories .odsc-west-2017, .faq_categories .odsc-east-2017 { background: url(images/logo.png) no-repeat center 10px #fff; background-size: 37px; padding-top: 35px; } .faq_categories li a { font-size: 15px; line-height: 20px; display: inline-block; width: 120px; height: 60px; padding-top: 60px; border-radius: 50%; -moz-border-radius: 50%; -webkit-border-radius: 50%; text-align: center; /* padding: 10px 15px 10px 50px; */ background: #fff; -webkit-box-shadow: 0px 3px 3px rgba(0,0,0,0.25); -moz-box-shadow: 0px 3px 3px rgba(0,0,0,0.25); box-shadow: 0px 3px 3px rgba(0,0,0,0.25); } @media only screen and (min-width: 992px){ .tcode-event-schedule .col-md-2 { width: 8.33333333%; } .tcode-event-schedule .col-md-9 { width: 83.33333333%; } .tcode-event-schedule .col-md-8{ width: 83.33333333%; } .tcode-event-schedule .col-md-offset-2 { margin-left: 8.33333333%; } } </style>   <script class="hsq-set-content-id" data-content-id="listing-page"> var _hsq = _hsq || []; _hsq.push(["setContentType", "listing-page"]); </script>  <noscript><style type="text/css">.mptt-shortcode-wrapper .mptt-shortcode-table:first-of-type{display:table!important}.mptt-shortcode-wrapper .mptt-shortcode-table .mptt-event-container:hover{height:auto!important;min-height:100%!important}body.mprm_ie .mptt-shortcode-wrapper .mptt-event-container{height:auto!important}@media (max-width:767px){.mptt-shortcode-wrapper .mptt-shortcode-table:first-of-type{display:none!important}}</style></noscript><meta name="facebook-domain-verification" content="am2vglo5kisnxesykxjg911bcapxcr" /> <script type="text/javascript"> var ajaxurl = 'https://odsc.com/wp-admin/admin-ajax.php'; </script> <script type='text/javascript'> var video_popup_unprm_general_settings = { 'unprm_r_border': '' }; </script> <style type="text/css" media="all" id="wcs_styles"></style><noscript><style>.wp-grid-builder .wpgb-card.wpgb-card-hidden .wpgb-card-wrapper{opacity:1!important;visibility:visible!important;transform:none!important}.wpgb-facet {opacity:1!important;pointer-events:auto!important}.wpgb-facet *:not(.wpgb-pagination-facet){display:none}</style></noscript>   <script data-cfasync="false" data-pagespeed-no-defer> var dataLayer_content = {"pagePostType":"post","pagePostType2":"category-post","pageCategory":["nlp"]}; dataLayer.push( dataLayer_content ); </script> <script data-cfasync="false"> (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= '//www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-M62L34N'); </script> <style id = "be-dynamic-css" type="text/css"> body { background-color: rgb(255,255,255);background-color: rgba(255,255,255,1);} .layout-box #header-inner-wrap, #header-inner-wrap, body.header-transparent #header #header-inner-wrap.no-transparent, .left-header .sb-slidebar.sb-left, .left-header .sb-slidebar.sb-left #slidebar-menu a::before { background-color: rgb(50,56,64);background-color: rgba(50,56,64,1);} #mobile-menu, #mobile-menu ul { background-color: rgb(50,56,64);background-color: rgba(50,56,64,1);} #mobile-menu li{ border-bottom-color: #efefef ; } body.header-transparent #header-inner-wrap{ background: transparent; } .be-gdpr-modal-item input:checked + .slider{ background-color: #00bcdd; } .be-gdpr-modal-iteminput:focus + .slider { box-shadow: 0 0 1px #00bcdd; } .be-gdpr-modal-item .slider:before { background-color:#ffffff; } .be-gdpr-cookie-notice-bar .be-gdpr-cookie-notice-button{ background: #00bcdd; color: #ffffff; } #header .header-border{ border-bottom: 0px none #00bcdd; } #header-top-bar{ background-color: rgb(21,22,26);background-color: rgba(21,22,26,1); border-bottom: 0px none #ffffff; color: #ffffff; } #header-top-bar #topbar-menu li a{ color: #ffffff; } #header-bottom-bar{ background-color: rgb(255,255,255);background-color: rgba(255,255,255,1); border-top: none #323232; border-bottom: none #323232; } /*Adjusted the timings for the new effects*/ body.header-transparent #header #header-inner-wrap { -webkit-transition: background .25s ease, box-shadow .25s ease, opacity 700ms cubic-bezier(0.645, 0.045, 0.355, 1), transform 700ms cubic-bezier(0.645, 0.045, 0.355, 1); -moz-transition: background .25s ease, box-shadow .25s ease, opacity 700ms cubic-bezier(0.645, 0.045, 0.355, 1), transform 700ms cubic-bezier(0.645, 0.045, 0.355, 1); -o-transition: background .25s ease, box-shadow .25s ease, opacity 700ms cubic-bezier(0.645, 0.045, 0.355, 1), transform 700ms cubic-bezier(0.645, 0.045, 0.355, 1); transition: background .25s ease, box-shadow .25s ease, opacity 700ms cubic-bezier(0.645, 0.045, 0.355, 1), transform 700ms cubic-bezier(0.645, 0.045, 0.355, 1); } body.header-transparent.semi #header .semi-transparent{ background-color: rgb(255,255,255);background-color: rgba(255,255,255,1); !important ; } #content, #blog-content { background-color: rgb(255,255,255);background-color: rgba(255,255,255,1);} #bottom-widgets { background-color: rgb(242,243,248);background-color: rgba(242,243,248,1);} #footer { background-color: rgb(50,56,64);background-color: rgba(50,56,64,1);} #footer .footer-border{ border-bottom: 2px solid #eaeaea; } .page-title-module-custom { background-color: rgb(242,243,248);background-color: rgba(242,243,248,1);} #portfolio-title-nav-wrap{ background-color : #ededed; } #navigation .sub-menu, #navigation .children, #navigation-left-side .sub-menu, #navigation-left-side .children, #navigation-right-side .sub-menu, #navigation-right-side .children { background-color: rgb(31,31,31);background-color: rgba(31,31,31,1);} .sb-slidebar.sb-right { background-color: rgb(26,26,26);background-color: rgba(26,26,26,1);} .left-header .left-strip-wrapper, .left-header #left-header-mobile { background-color : #323840 ; } .layout-box-top, .layout-box-bottom, .layout-box-right, .layout-box-left, .layout-border-header-top #header-inner-wrap, .layout-border-header-top.layout-box #header-inner-wrap, body.header-transparent .layout-border-header-top #header #header-inner-wrap.no-transparent { background-color: rgb(211,211,211);background-color: rgba(211,211,211,1);} .left-header.left-sliding.left-overlay-menu .sb-slidebar{ background-color: rgb(8,8,8);background-color: rgba(8,8,8,0.90); } .top-header.top-overlay-menu .sb-slidebar{ background-color: rgb(26,26,26);background-color: rgba(26,26,26,1);} .search-box-wrapper{ background-color: rgb(255,255,255);background-color: rgba(255,255,255,0.85);} .search-box-wrapper.style1-header-search-widget input[type="text"]{ background-color: transparent !important; color: #000000; border: 1px solid #000000; } .search-box-wrapper.style2-header-search-widget input[type="text"]{ background-color: transparent !important; color: #000000; border: none !important; box-shadow: none !important; } .search-box-wrapper .searchform .search-icon{ color: #000000; } #header-top-bar-right .search-box-wrapper.style1-header-search-widget input[type="text"]{ border: none; } .post-title , .post-date-wrap { margin-bottom: 12px; } /* ====================== Dynamic Border Styling ====================== */ .layout-box-top, .layout-box-bottom { height: 30px; } .layout-box-right, .layout-box-left { width: 30px; } #main.layout-border, #main.layout-border.layout-border-header-top{ padding: 30px; } .left-header #main.layout-border { padding-left: 0px; } #main.layout-border.layout-border-header-top { padding-top: 0px; } .be-themes-layout-layout-border #logo-sidebar, .be-themes-layout-layout-border-header-top #logo-sidebar{ margin-top: 70px; } /*Left Static Menu*/ .left-header.left-static.be-themes-layout-layout-border #main-wrapper{ margin-left: 310px; } .left-header.left-static.be-themes-layout-layout-border .sb-slidebar.sb-left { left: 30px; } /*Right Slidebar*/ body.be-themes-layout-layout-border-header-top .sb-slidebar.sb-right, body.be-themes-layout-layout-border .sb-slidebar.sb-right { right: -250px; } .be-themes-layout-layout-border-header-top .sb-slidebar.sb-right.opened, .be-themes-layout-layout-border .sb-slidebar.sb-right.opened { right: 30px; } /* Top-overlay menu on opening, header moves sideways bug. Fixed on the next line code */ /*body.be-themes-layout-layout-border-header-top.top-header.slider-bar-opened #main #header #header-inner-wrap.no-transparent.top-animate, body.be-themes-layout-layout-border.top-header.slider-bar-opened #main #header #header-inner-wrap.no-transparent.top-animate { right: 310px; }*/ body.be-themes-layout-layout-border-header-top.top-header:not(.top-overlay-menu).slider-bar-opened #main #header #header-inner-wrap.no-transparent.top-animate, body.be-themes-layout-layout-border.top-header:not(.top-overlay-menu).slider-bar-opened #main #header #header-inner-wrap.no-transparent.top-animate { right: 310px; } /* Now not needed mostly, as the hero section image is coming properly */ /*Single Page Version*/ body.be-themes-layout-layout-border-header-top.single-page-version .single-page-nav-wrap, body.be-themes-layout-layout-border.single-page-version .single-page-nav-wrap { right: 50px; } /*Split Screen Page Template*/ .top-header .layout-border #content.page-split-screen-left { margin-left: calc(50% + 15px); } .top-header.page-template-page-splitscreen-left .layout-border .header-hero-section { width: calc(50% - 15px); } .top-header .layout-border #content.page-split-screen-right { width: calc(50% - 15px); } .top-header.page-template-page-splitscreen-right .layout-border .header-hero-section { left: calc(50% - 15px); } @media only screen and (max-width: 960px) { body.be-themes-layout-layout-border-header-top.single-page-version .single-page-nav-wrap, body.be-themes-layout-layout-border.single-page-version .single-page-nav-wrap { right: 35px; } body.be-themes-layout-layout-border-header-top .sb-slidebar.sb-right, body.be-themes-layout-layout-border .sb-slidebar.sb-right { right: -280px; } #main.layout-border, #main.layout-border.layout-border-header-top { padding: 0px !important; } .top-header .layout-border #content.page-split-screen-left, .top-header .layout-border #content.page-split-screen-right { margin-left: 0px; width:100%; } .top-header.page-template-page-splitscreen-right .layout-border .header-hero-section, .top-header.page-template-page-splitscreen-left .layout-border .header-hero-section { width:100%; } } body, .special-heading-wrap .caption-wrap .body-font, .woocommerce .woocommerce-ordering select.orderby, .woocommerce-page .woocommerce-ordering select.orderby { font: 400 18px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #5f6263; line-height: 26px; letter-spacing: 0px; text-transform: none; -webkit-font-smoothing: antialiased; -moz-osx-font-smoothing: grayscale; } h1 { font: 700 55px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 70px; letter-spacing: 0px; text-transform: none;} h2 { font: 700 42px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 63px; letter-spacing: 0px; text-transform: none;} h3 { font: 700 35px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 52px; letter-spacing: 1px; text-transform: none;} h4, .woocommerce-order-received .woocommerce h2, .woocommerce-order-received .woocommerce h3, .woocommerce-view-order .woocommerce h2, .woocommerce-view-order .woocommerce h3{ font: 400 26px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 42px; letter-spacing: 0px; text-transform: none;} h5, #reply-title { font: 400 20px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 36px; letter-spacing: 0px; text-transform: none; } h6, .testimonial-author-role.h6-font, .menu-card-title, .menu-card-item-price, .slider-counts, .woocommerce-MyAccount-navigation ul li { font: 400 15px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 32px; letter-spacing: 0px; text-transform: none;} h6.gallery-side-heading { font-size: 18px; } .special-subtitle , .style1.thumb-title-wrap .portfolio-item-cats { font-style: ; font-size: 15px; font-weight: ; font-family: Crimson Text; text-transform: none; letter-spacing: 0px; } .gallery-side-heading { font-size: 18px; } .attachment-details-custom-slider { background-color: rgb(0,0,0);background-color: rgba(0,0,0,1); font: 15px "Crimson Text","Open Sans","Arial",sans-serif; color: ; line-height: 15px; letter-spacing: 0px; text-transform: none;} .single-portfolio-slider .carousel_bar_wrap { background-color: rgb(255,255,255);background-color: rgba(255,255,255,0.5);} .top-right-sliding-menu .sb-right ul#slidebar-menu li, .overlay-menu-close, .be-overlay-menu-close { font: 400 16px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #ffffff; line-height: 50px; letter-spacing: 1px; text-transform: uppercase;} .top-right-sliding-menu .sb-right ul#slidebar-menu li a { color: #ffffff !important; } .top-right-sliding-menu .sb-right #slidebar-menu ul.sub-menu li { font: 400 16px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #ffffff; line-height: 25px; letter-spacing: ; text-transform: none;} .top-right-sliding-menu .sb-right ul#slidebar-menu li a { color: #ffffff !important; } .sb-right #slidebar-menu .mega .sub-menu .highlight .sf-with-ul { font: 400 16px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #ffffff; line-height: 50px; letter-spacing: 1px; text-transform: uppercase; color: #ffffff !important; } .post-meta.post-top-meta-typo, .style8-blog .post-meta.post-category a, .hero-section-blog-categories-wrap a { font: 12px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #757575; line-height: 24px; letter-spacing: 0px; text-transform: uppercase;; } #portfolio-title-nav-bottom-wrap h6, #portfolio-title-nav-bottom-wrap .slider-counts { font: 400 15px "Montserrat","Open Sans","Arial",sans-serif; color: ; line-height: ; letter-spacing: 0px; text-transform: none;; line-height: 40px; } .filters .filter_item { font: 400 12px "Montserrat","Open Sans","Arial",sans-serif; color: #222222; line-height: 32px; letter-spacing: 1px; text-transform: uppercase;; } ul#mobile-menu a { font: 400 12px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #ffffff; line-height: 40px; letter-spacing: 1px; text-transform: uppercase;} ul#mobile-menu ul.sub-menu a { font: 400 13px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #bbbbbb; line-height: 27px; letter-spacing: 0px; text-transform: none; } ul#mobile-menu li.mega ul.sub-menu li.highlight > :first-child { font: 400 12px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #ffffff; line-height: 40px; letter-spacing: 1px; text-transform: uppercase;} #navigation, .style2 #navigation, .style13 #navigation, #navigation-left-side, #navigation-right-side, .sb-left #slidebar-menu, .header-widgets, .header-code-widgets, body #header-inner-wrap.top-animate.style2 #navigation, .top-overlay-menu .sb-right #slidebar-menu, #navigation .mega .sub-menu .highlight .sf-with-ul, .special-header-menu .menu-container { font: 600 16px "Montserrat","Open Sans","Arial",sans-serif; color: #00bcdd; line-height: 51px; letter-spacing: 1px; text-transform: uppercase;} #navigation .sub-menu, #navigation .children, #navigation-left-side .sub-menu, #navigation-left-side .children, #navigation-right-side .sub-menu, #navigation-right-side .children, .sb-left #slidebar-menu .sub-menu, .top-overlay-menu .sb-right #slidebar-menu .sub-menu, .special-header-menu .menu-container .sub-menu, .special-header-menu .sub-menu { font: 400 16px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #bbbbbb; line-height: 28px; letter-spacing: 0px; text-transform: none;} .thumb-title-wrap .thumb-title { font: 400 14px "Montserrat","Open Sans","Arial",sans-serif; color: ; line-height: 30px; letter-spacing: 0px; text-transform: uppercase;} .thumb-title-wrap .portfolio-item-cats { font-size: 12px; line-height: 17px; text-transform: none; letter-spacing: 0px; } .full-screen-portfolio-overlay-title { font: 400 14px "Montserrat","Open Sans","Arial",sans-serif; color: ; line-height: 30px; letter-spacing: 0px; text-transform: uppercase;} #footer { font: 400 14px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #ffffff; line-height: 14px; letter-spacing: 0px; text-transform: none;} #bottom-widgets h6 { font: 400 18px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #474747; line-height: 22px; letter-spacing: 1px; text-transform: uppercase; margin-bottom:20px; } #bottom-widgets { font: 400 16px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #757575; line-height: 24px; letter-spacing: 0px; text-transform: none;} .sidebar-widgets h6 { font: 400 18px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #333333; line-height: 22px; letter-spacing: 1px; text-transform: uppercase; margin-bottom:20px; } .sidebar-widgets { ?php be_themes_print_typography('sidebar_widget_text'); ?> } .sb-slidebar .widget { font: 400 14px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #a2a2a2; line-height: 25px; letter-spacing: 0px; text-transform: none;} .sb-slidebar .widget h6 { font: 400 16px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #ffffff; line-height: 22px; letter-spacing: 1px; text-transform: none;} .woocommerce ul.products li.product .product-meta-data h3, .woocommerce-page ul.products li.product .product-meta-data h3, .woocommerce ul.products li.product h3, .woocommerce-page ul.products li.product h3 { font: 400 13px "Montserrat","Open Sans","Arial",sans-serif; color: #222222; line-height: 27px; letter-spacing: 1px; text-transform: uppercase;} .woocommerce ul.products li.product .product-meta-data .woocommerce-loop-product__title, .woocommerce-page ul.products li.product .product-meta-data .woocommerce-loop-product__title, .woocommerce ul.products li.product .woocommerce-loop-product__title, .woocommerce-page ul.products li.product .woocommerce-loop-product__title, .woocommerce ul.products li.product-category .woocommerce-loop-category__title, .woocommerce-page ul.products li.product-category .woocommerce-loop-category__title { font: 400 13px "Montserrat","Open Sans","Arial",sans-serif; color: #222222; line-height: 27px; letter-spacing: 1px; text-transform: uppercase; margin-bottom:5px; text-align: center; } .woocommerce-page.single.single-product #content div.product h1.product_title.entry-title { font: 400 25px "Montserrat","Open Sans","Arial",sans-serif; color: #222222; line-height: 27px; letter-spacing: 0px; text-transform: none;} .contact_form_module input[type="text"], .contact_form_module textarea { font: 400 13px "Montserrat","Open Sans","Arial",sans-serif; color: #222222; line-height: 26px; letter-spacing: 0px; text-transform: none;} .page-title-module-custom .page-title-custom, h6.portfolio-title-nav{ font: 400 18px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 36px; letter-spacing: 3px; text-transform: uppercase;} .tatsu-button, .be-button, .woocommerce a.button, .woocommerce-page a.button, .woocommerce button.button, .woocommerce-page button.button, .woocommerce input.button, .woocommerce-page input.button, .woocommerce #respond input#submit, .woocommerce-page #respond input#submit, .woocommerce #content input.button, .woocommerce-page #content input.button, input[type="submit"], .more-link.style1-button, .more-link.style2-button, .more-link.style3-button, input[type="button"], input[type="submit"], input[type="reset"], button, input[type="file"]::-webkit-file-upload-button { font-family: Source Sans Pro; font-weight: ; } .post-title , .post-date-wrap { font: 400 20px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #000000; line-height: 40px; letter-spacing: 0px; text-transform: none; margin-bottom: 12px; } .style3-blog .post-title, .style8-blog .post-title { font: 400 16px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #363c3b; line-height: 28px; letter-spacing: 0px; text-transform: none;} .post-nav li, .style8-blog .post-meta.post-date, .style8-blog .post-bottom-meta-wrap, .hero-section-blog-bottom-meta-wrap { font: 12px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #757575; line-height: 24px; letter-spacing: 0px; text-transform: uppercase;} .ui-tabs-anchor, .accordion .accordion-head, .skill-wrap .skill_name, .chart-wrap span, .animate-number-wrap h6 span, .woocommerce-tabs .tabs li a, .be-countdown { font-family: Source Sans Pro; letter-spacing: 0px; font-style: ; font-weight: 600; } .ui-tabs-anchor { font-size: 13px; line-height: 17px; text-transform: uppercase; } .accordion .accordion-head { font-size: 18px; line-height: 17px; text-transform: uppercase; } .skill-wrap .skill_name { font-size: 20px; line-height: 17px; text-transform: none; } .countdown-section { font-size: 15px; line-height: 30px; text-transform: uppercase; } .countdown-amount { font-size: 55px; line-height: 95px; text-transform: uppercase; } .tweet-slides .tweet-content { font-family: Source Sans Pro; letter-spacing: 0px; font-style: ; font-weight: ; text-transform: none; } .testimonial_slide .testimonial-content { font-family: Crimson Text; letter-spacing: 0px; font-style: ; font-weight: ; text-transform: none; } .oshine-animated-link, .view-project-link.style4-button { font-family: Montserrat; font-weight: ; letter-spacing: ; font-style: ; text-transform: none; } a.navigation-previous-post-link, a.navigation-next-post-link { font: 700 13px "Montserrat","Open Sans","Arial",sans-serif; color: ; line-height: 20px; letter-spacing: 0px; text-transform: none;; } @media only screen and (max-width : 767px ) { #hero-section h1 , .full-screen-section-wrap h1, .tatsu-fullscreen-wrap h1 { font-size: 30px; line-height: 40px; } #hero-section h2, .full-screen-section-wrap h2, .tatsu-fullscreen-wrap h2 { font-size: 25px; line-height: 35px; } #hero-section h4, .full-screen-section-wrap h4, .tatsu-fullscreen-wrap h3 { font-size: 16px; line-height: 30px; } #hero-section h5, .full-screen-section-wrap h5, .tatsu-fullscreen-wrap h5 { font-size: 16px; line-height: 30px; } } /* RELATED TO TYPOGRAPHY */ #header-controls-right, #header-controls-left { color: #00bcdd} #be-left-strip .be-mobile-menu-icon span { background-color: #323232} ul#mobile-menu .mobile-sub-menu-controller { line-height : 40px ; } ul#mobile-menu ul.sub-menu .mobile-sub-menu-controller{ line-height : 27px ; } .breadcrumbs { color: #515151; } .search-box-wrapper.style2-header-search-widget input[type="text"]{ font-style: ; font-weight: ; font-family: Crimson Text; } .portfolio-share a.custom-share-button, .portfolio-share a.custom-share-button:active, .portfolio-share a.custom-share-button:hover, .portfolio-share a.custom-share-button:visited { color: #515151; } .more-link.style2-button { color: #000000 !important; border-color: #000000 !important; } .style8-blog .post-bottom-meta-wrap .be-share-stack a.custom-share-button, .style8-blog .post-bottom-meta-wrap .be-share-stack a.custom-share-button:active, .style8-blog .post-bottom-meta-wrap .be-share-stack a.custom-share-button:hover, .style8-blog .post-bottom-meta-wrap .be-share-stack a.custom-share-button:visited { color: #757575; } .hero-section-blog-categories-wrap a, .hero-section-blog-categories-wrap a:visited, .hero-section-blog-categories-wrap a:hover, .hero-section-blog-bottom-meta-wrap .hero-section-blog-bottom-meta-wrap a, .hero-section-blog-bottom-meta-wrap a:visited, .hero-section-blog-bottom-meta-wrap a:hover { color : #000000; } #navigation .mega .sub-menu .highlight .sf-with-ul { color: #bbbbbb !important; line-height:1.5; } .view-project-link.style4-button { color : #515151; } .pricing-table .pricing-feature{ font-size: 17px; } /* Woocommerce */ .related.products h2, .upsells.products h2, .cart-collaterals .cross-sells h2, .cart_totals h2, .shipping_calculator h2, .woocommerce-billing-fields h3, .woocommerce-shipping-fields h3, .shipping_calculator h2, #order_review_heading, .woocommerce .page-title { font-family: Montserrat; font-weight: 400; } .woocommerce form .form-row label, .woocommerce-page form .form-row label { color: #515151; } .woocommerce-tabs .tabs li a { color: #515151 !important; } /* BB Press Plugin */ a.bbp-forum-title, #bbpress-forums fieldset.bbp-form label, .bbp-topic-title a.bbp-topic-permalink { font: 400 15px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 32px; letter-spacing: 0px; text-transform: none;} #bbpress-forums ul.forum-titles li, #bbpress-forums ul.bbp-replies li.bbp-header { font: 400 15px "Source Sans Pro","Open Sans","Arial",sans-serif; color: #515151; line-height: 32px; letter-spacing: 0px; text-transform: none; line-height: inherit; letter-spacing: inherit; text-transform: uppercase; font-size: inherit; } #bbpress-forums .topic .bbp-topic-meta a, .bbp-forum-freshness a, .bbp-topic-freshness a, .bbp-header .bbp-reply-content a, .bbp-topic-tags a, .bbp-breadcrumb a, .bbp-forums-list a { color: #515151; } /*Event On Plugin*/ .ajde_evcal_calendar .calendar_header p, .eventon_events_list .eventon_list_event .evcal_cblock { font-family: Source Sans Pro !important; } .eventon_events_list .eventon_list_event .evcal_desc span.evcal_desc2, .evo_pop_body .evcal_desc span.evcal_desc2 { font-family: Source Sans Pro !important; font-size: 14px !important; text-transform: none; } .eventon_events_list .eventon_list_event .evcal_desc span.evcal_event_subtitle, .evo_pop_body .evcal_desc span.evcal_event_subtitle, .evcal_evdata_row .evcal_evdata_cell p, #evcal_list .eventon_list_event p.no_events { text-transform: none !important; font-family: Source Sans Pro !important; font-size: inherit !important; } /* END RELATED TO TYPOGRAPHY */ .filters.single_border .filter_item{ border-color: #00bcdd; } .filters.rounded .current_choice{ border-radius: 50px; background-color: #00bcdd; color: #ffffff; } .filters.single_border .current_choice, .filters.border .current_choice{ color: #00bcdd; } .exclusive-mobile-bg .menu-controls{ background-color: background-color: rgb(255,255,255);background-color: rgba(255,255,255,0);; } #header .be-mobile-menu-icon span { background-color : #323232; } #header-controls-right, #header-controls-left, .overlay-menu-close, .be-overlay-menu-close { color : #323232; } #header .exclusive-mobile-bg .be-mobile-menu-icon, #header .exclusive-mobile-bg .be-mobile-menu-icon span, #header-inner-wrap.background--light.transparent.exclusive-mobile-bg .be-mobile-menu-icon, #header-inner-wrap.background--light.transparent.exclusive-mobile-bg .be-mobile-menu-icon span, #header-inner-wrap.background--dark.transparent.exclusive-mobile-bg .be-mobile-menu-icon, #header-inner-wrap.background--dark.transparent.exclusive-mobile-bg .be-mobile-menu-icon span { background-color: #323232} .be-mobile-menu-icon{ width: 18px; height: 2px; } .be-mobile-menu-icon .hamburger-line-1{ top: -5px; } .be-mobile-menu-icon .hamburger-line-3{ top: 5px; } .thumb-title-wrap { color: #ffffff; } #bottom-widgets .widget ul li a, #bottom-widgets a { color: inherit; } #bottom-widgets .tagcloud a:hover { color: #ffffff; } a, a:visited, a:hover, #bottom-widgets .widget ul li a:hover, #bottom-widgets a:hover{ color: #00bcdd; } #header-top-menu a:hover, #navigation .current_page_item a, #navigation .current_page_item a:hover, #navigation a:hover, #navigation-left-side .current_page_item a, #navigation-left-side .current_page_item a:hover, #navigation-left-side a:hover, #navigation-right-side .current_page_item a, #navigation-right-side .current_page_item a:hover, #navigation-right-side a:hover, #menu li.current-menu-ancestor > a, #navigation .current-menu-item > a, #navigation .sub-menu .current-menu-item > a, #navigation .sub-menu a:hover, #navigation .children .current-menu-item > a, #navigation .children a:hover, #slidebar-menu .current-menu-item > a, .special-header-menu a:hover + .mobile-sub-menu-controller i, .special-header-menu #slidebar-menu a:hover, .special-header-menu .sub-menu a:hover, .single-page-version #navigation a:hover, .single-page-version #navigation-left-side a:hover, .single-page-version #navigation-right-side a:hover, .single-page-version #navigation .current-section.current_page_item a, .single-page-version #navigation-left-side .current-section.current_page_item a, .single-page-version #navigation-right-side .current-section.current_page_item a, .single-page-version #slidebar-menu .current-section.current_page_item a, .single-page-version #navigation .current_page_item a:hover, .single-page-version #navigation-left-side .current_page_item a:hover, .single-page-version #navigation-right-side .current_page_item a:hover, .single-page-version #slidebar-menu .current_page_item a:hover, .be-sticky-sections #navigation a:hover, .be-sticky-sections #navigation-left-side a:hover, .be-sticky-sections #navigation-right-side a:hover, .be-sticky-sections #navigation .current-section.current_page_item a, .be-sticky-sections #navigation-left-side .current-section.current_page_item a, .be-sticky-sections #navigation-right-side .current-section.current_page_item a, .be-sticky-sections #navigation .current_page_item a:hover, .be-sticky-sections #navigation-left-side .current_page_item a:hover, .be-sticky-sections #navigation-right-side .current_page_item a:hover, #navigation .current-menu-ancestor > a, #navigation-left-side .current-menu-ancestor > a, #navigation-right-side .current-menu-ancestor > a, #slidebar-menu .current-menu-ancestor > a, .special-header-menu .current-menu-item > a, .sb-left #slidebar-menu a:hover { color: #ffffff; } #navigation .current_page_item ul li a, #navigation-left-side .current_page_item ul li a, #navigation-right-side .current_page_item ul li a, .single-page-version #navigation .current_page_item a, .single-page-version #navigation-left-side .current_page_item a, .single-page-version #navigation-right-side .current_page_item a, .single-page-version #slidebar-menu .current_page_item a, .single-page-version #navigation .sub-menu .current-menu-item > a, .single-page-version #navigation .children .current-menu-item > a .be-sticky-sections #navigation .current_page_item a, .be-sticky-sections #navigation-left-side .current_page_item a, .be-sticky-sections #navigation-right-side .current_page_item a, .be-sticky-sections #navigation .sub-menu .current-menu-item > a, .be-sticky-sections #navigation .children .current-menu-item > a { color: inherit; } .be-nav-link-effect-1 a::after, .be-nav-link-effect-2 a::after, .be-nav-link-effect-3 a::after{ background-color: rgb(255,255,255);background-color: rgba(255,255,255,1);} #portfolio-title-nav-wrap .portfolio-nav a { color: #00bcdd; } #portfolio-title-nav-wrap .portfolio-nav a .home-grid-icon span{ background-color: #00bcdd; } #portfolio-title-nav-wrap .portfolio-nav a:hover { color: #323840; } #portfolio-title-nav-wrap .portfolio-nav a:hover .home-grid-icon span{ background-color: #323840; } .page-title-module-custom .header-breadcrumb { line-height: 36px; } #portfolio-title-nav-bottom-wrap h6, #portfolio-title-nav-bottom-wrap ul li a, .single_portfolio_info_close, #portfolio-title-nav-bottom-wrap .slider-counts{ background-color: rgb(255,255,255);background-color: rgba(255,255,255,0);} .more-link.style2-button:hover { border-color: #00bcdd !important; background: #00bcdd !important; color: #ffffff !important; } .woocommerce a.button, .woocommerce-page a.button, .woocommerce button.button, .woocommerce-page button.button, .woocommerce input.button, .woocommerce-page input.button, .woocommerce #respond input#submit, .woocommerce-page #respond input#submit, .woocommerce #content input.button, .woocommerce-page #content input.button { background: transparent !important; color: #000 !important; border-color: #000 !important; border-style: solid !important; border-width: 2px !important; background: transparent !important; color: #000000 !important; border-width: 2px !important; border-color: #000000 !important; line-height: 41px; text-transform: uppercase; } .woocommerce a.button:hover, .woocommerce-page a.button:hover, .woocommerce button.button:hover, .woocommerce-page button.button:hover, .woocommerce input.button:hover, .woocommerce-page input.button:hover, .woocommerce #respond input#submit:hover, .woocommerce-page #respond input#submit:hover, .woocommerce #content input.button:hover, .woocommerce-page #content input.button:hover { background: #e0a240 !important; color: #fff !important; border-color: #e0a240 !important; border-width: 2px !important; background: #e0a240 !important; color: #ffffff !important; border-color: #e0a240 !important; } .woocommerce a.button.alt, .woocommerce-page a.button.alt, .woocommerce .button.alt, .woocommerce-page .button.alt, .woocommerce input.button.alt, .woocommerce-page input.button.alt, .woocommerce input[type="submit"].alt, .woocommerce-page input[type="submit"].alt, .woocommerce #respond input#submit.alt, .woocommerce-page #respond input#submit.alt, .woocommerce #content input.button.alt, .woocommerce-page #content input.button.alt { background: #e0a240 !important; color: #fff !important; border-color: #e0a240 !important; border-style: solid !important; border-width: 2px !important; background: #e0a240 !important; color: #ffffff !important; border-width: 2px !important; border-color: #e0a240 !important; line-height: 41px; text-transform: uppercase; } .woocommerce a.button.alt:hover, .woocommerce-page a.button.alt:hover, .woocommerce .button.alt:hover, .woocommerce-page .button.alt:hover, .woocommerce input[type="submit"].alt:hover, .woocommerce-page input[type="submit"].alt:hover, .woocommerce input.button.alt:hover, .woocommerce-page input.button.alt:hover, .woocommerce #respond input#submit.alt:hover, .woocommerce-page #respond input#submit.alt:hover, .woocommerce #content input.button.alt:hover, .woocommerce-page #content input.button.alt:hover { background: transparent !important; color: #000 !important; border-color: #000 !important; border-style: solid !important; border-width: 2px !important; background: transparent !important; color: #000000 !important; border-color: #000000 !important; } .woocommerce .woocommerce-message a.button, .woocommerce-page .woocommerce-message a.button, .woocommerce .woocommerce-message a.button:hover, .woocommerce-page .woocommerce-message a.button:hover { border: none !important; color: #fff !important; background: none !important; } .woocommerce .woocommerce-ordering select.orderby, .woocommerce-page .woocommerce-ordering select.orderby { border-color: #eeeeee; } .style7-blog .post-title{ margin-bottom: 9px; } .style8-blog .post-comment-wrap a:hover{ color : #00bcdd; } .style8-blog .element:not(.be-image-post) .post-details-wrap{ background-color: #ffffff ; } .accordion .accordion-head.with-bg.ui-accordion-header-active{ background-color: #00bcdd; color: #ffffff !important; } #portfolio-title-nav-wrap{ padding-top: 15px; padding-bottom: 15px; border-bottom: 1px solid #cecece; } #portfolio-title-nav-bottom-wrap h6, #portfolio-title-nav-bottom-wrap ul, .single_portfolio_info_close .font-icon, .slider-counts{ color: #2b2b2b ; } #portfolio-title-nav-bottom-wrap .home-grid-icon span{ background-color: #2b2b2b ; } #portfolio-title-nav-bottom-wrap h6:hover, #portfolio-title-nav-bottom-wrap ul a:hover, #portfolio-title-nav-bottom-wrap .slider-counts:hover, .single_portfolio_info_close:hover { background-color: rgb(235,73,73);background-color: rgba(235,73,73,0.85);} #portfolio-title-nav-bottom-wrap h6:hover, #portfolio-title-nav-bottom-wrap ul a:hover, #portfolio-title-nav-bottom-wrap .slider-counts:hover, .single_portfolio_info_close:hover .font-icon{ color: #ffffff ; } #portfolio-title-nav-bottom-wrap ul a:hover .home-grid-icon span{ background-color: #ffffff ; } /* ====================== Layout ====================== */ body #header-inner-wrap.top-animate #navigation, body #header-inner-wrap.top-animate .header-controls, body #header-inner-wrap.stuck #navigation, body #header-inner-wrap.stuck .header-controls { -webkit-transition: line-height 0.5s ease; -moz-transition: line-height 0.5s ease; -ms-transition: line-height 0.5s ease; -o-transition: line-height 0.5s ease; transition: line-height 0.5s ease; } .header-cart-controls .cart-contents span{ background: #646464; } .header-cart-controls .cart-contents span{ color: #f5f5f5; } .left-sidebar-page, .right-sidebar-page, .no-sidebar-page .be-section-pad:first-child, .page-template-page-940-php #content , .no-sidebar-page #content-wrap, .portfolio-archives.no-sidebar-page #content-wrap { padding-top: 80px; padding-bottom: 80px; } .no-sidebar-page #content-wrap.page-builder{ padding-top: 0px; padding-bottom: 0px; } .left-sidebar-page .be-section:first-child, .right-sidebar-page .be-section:first-child, .dual-sidebar-page .be-section:first-child { padding-top: 0 !important; } .style1 .logo, .style4 .logo, #left-header-mobile .logo, .style3 .logo, .style7 .logo, .style10 .logo{ padding-top: 15px; padding-bottom: 15px; } .style5 .logo, .style6 .logo{ margin-top: 15px; margin-bottom: 15px; } #footer-wrap { padding-top: 25px; padding-bottom: 25px; } /* ====================== Colors ====================== */ .sec-bg, .gallery_content, .fixed-sidebar-page .fixed-sidebar, .style3-blog .blog-post.element .element-inner, .style4-blog .blog-post, .blog-post.format-link .element-inner, .blog-post.format-quote .element-inner, .woocommerce ul.products li.product, .woocommerce-page ul.products li.product, .chosen-container.chosen-container-single .chosen-drop, .chosen-container.chosen-container-single .chosen-single, .chosen-container.chosen-container-active.chosen-with-drop .chosen-single { background: #fafbfd; } .sec-color, .post-meta a, .pagination a, .pagination a:visited, .pagination span, .pages_list a, input[type="text"], input[type="email"], input[type="password"], textarea, .gallery_content, .fixed-sidebar-page .fixed-sidebar, .style3-blog .blog-post.element .element-inner, .style4-blog .blog-post, .blog-post.format-link .element-inner, .blog-post.format-quote .element-inner, .woocommerce ul.products li.product, .woocommerce-page ul.products li.product, .chosen-container.chosen-container-single .chosen-drop, .chosen-container.chosen-container-single .chosen-single, .chosen-container.chosen-container-active.chosen-with-drop .chosen-single { color: #7a7a7a; } .woocommerce .quantity .plus, .woocommerce .quantity .minus, .woocommerce #content .quantity .plus, .woocommerce #content .quantity .minus, .woocommerce-page .quantity .plus, .woocommerce-page .quantity .minus, .woocommerce-page #content .quantity .plus, .woocommerce-page #content .quantity .minus, .woocommerce .quantity input.qty, .woocommerce #content .quantity input.qty, .woocommerce-page .quantity input.qty, .woocommerce-page #content .quantity input.qty { background: #fafbfd; color: #7a7a7a; border-color: #eeeeee; } .woocommerce div.product .woocommerce-tabs ul.tabs li, .woocommerce #content div.product .woocommerce-tabs ul.tabs li, .woocommerce-page div.product .woocommerce-tabs ul.tabs li, .woocommerce-page #content div.product .woocommerce-tabs ul.tabs li { color: #7a7a7a!important; } .chosen-container .chosen-drop, nav.woocommerce-pagination, .summary.entry-summary .price, .portfolio-details.style2 .gallery-side-heading-wrap, #single-author-info, .single-page-atts, article.comment { border-color: #eeeeee !important; } .fixed-sidebar-page #page-content{ background: #ffffff; } .sec-border, input[type="text"], input[type="email"], input[type="tel"], input[type="password"], textarea { border: 2px solid #eeeeee; } .chosen-container.chosen-container-single .chosen-single, .chosen-container.chosen-container-active.chosen-with-drop .chosen-single { border: 2px solid #eeeeee; } .woocommerce table.shop_attributes th, .woocommerce-page table.shop_attributes th, .woocommerce table.shop_attributes td, .woocommerce-page table.shop_attributes td { border: none; border-bottom: 1px solid #eeeeee; padding-bottom: 5px; } .woocommerce .widget_price_filter .price_slider_wrapper .ui-widget-content, .woocommerce-page .widget_price_filter .price_slider_wrapper .ui-widget-content{ border: 1px solid #eeeeee; } .pricing-table .pricing-title, .chosen-container .chosen-results li { border-bottom: 1px solid #eeeeee; } .separator { border:0; height:1px; color: #eeeeee; background-color: #eeeeee; } .alt-color, li.ui-tabs-active h6 a, a, a:visited, .social_media_icons a:hover, .post-title a:hover, .fn a:hover, a.team_icons:hover, .recent-post-title a:hover, .widget_nav_menu ul li.current-menu-item a, .widget_nav_menu ul li.current-menu-item:before, .woocommerce ul.cart_list li a:hover, .woocommerce ul.product_list_widget li a:hover, .woocommerce-page ul.cart_list li a:hover, .woocommerce-page ul.product_list_widget li a:hover, .woocommerce-page .product-categories li a:hover, .woocommerce ul.products li.product .product-meta-data h3:hover, .woocommerce table.cart a.remove:hover, .woocommerce #content table.cart a.remove:hover, .woocommerce-page table.cart a.remove:hover, .woocommerce-page #content table.cart a.remove:hover, td.product-name a:hover, .woocommerce-page #content .quantity .plus:hover, .woocommerce-page #content .quantity .minus:hover, .post-category a:hover, a.custom-like-button.liked, .menu-card-item-stared { color: #00bcdd; } .content-slide-wrap .flex-control-paging li a.flex-active, .content-slide-wrap .flex-control-paging li.flex-active a:before { background: #00bcdd !important; border-color: #00bcdd !important; } #navigation .menu > ul > li.mega > ul > li { border-color: #3d3d3d; } .sb-slidebar.sb-right .menu{ border-top: 1px solid #2d2d2d; border-bottom: 1px solid #2d2d2d; } .post-title a:hover { color: #00bcdd !important; } .alt-bg, input[type="submit"], .tagcloud a:hover, .pagination a:hover, .widget_tag_cloud a:hover, .pagination .current, .trigger_load_more .be-button, .trigger_load_more .be-button:hover { background-color: #00bcdd; transition: 0.2s linear all; } .mejs-controls .mejs-time-rail .mejs-time-current , .mejs-controls .mejs-horizontal-volume-slider .mejs-horizontal-volume-current, .woocommerce span.onsale, .woocommerce-page span.onsale, .woocommerce a.add_to_cart_button.button.product_type_simple.added, .woocommerce-page .widget_shopping_cart_content .buttons a.button:hover, .woocommerce nav.woocommerce-pagination ul li span.current, .woocommerce nav.woocommerce-pagination ul li a:hover, .woocommerce nav.woocommerce-pagination ul li a:focus, .testimonial-flex-slider .flex-control-paging li a.flex-active, #back-to-top, .be-carousel-nav, .portfolio-carousel .owl-controls .owl-prev:hover, .portfolio-carousel .owl-controls .owl-next:hover, .owl-theme .owl-controls .owl-dot.active span, .owl-theme .owl-controls .owl-dot:hover span, .more-link.style3-button, .view-project-link.style3-button{ background: #00bcdd !important; } .single-page-nav-link.current-section-nav-link { background: #ffffff !important; } .view-project-link.style2-button, .single-page-nav-link.current-section-nav-link { border-color: #00bcdd !important; } .view-project-link.style2-button:hover { background: #00bcdd !important; color: #ffffff !important; } .tagcloud a:hover, .testimonial-flex-slider .flex-control-paging li a.flex-active, .testimonial-flex-slider .flex-control-paging li a { border-color: #00bcdd; } a.be-button.view-project-link, .more-link { border-color: #00bcdd; } .portfolio-container .thumb-bg { background-color: rgba(0,188,221,0.85); } .photostream_overlay, .be-button, .more-link.style3-button, .view-project-link.style3-button, button, input[type="button"], input[type="submit"], input[type="reset"] { background-color: #00bcdd; } input[type="file"]::-webkit-file-upload-button{ background-color: #00bcdd; } .alt-bg-text-color, input[type="submit"], .tagcloud a:hover, .pagination a:hover, .widget_tag_cloud a:hover, .pagination .current, .woocommerce nav.woocommerce-pagination ul li span.current, .woocommerce nav.woocommerce-pagination ul li a:hover, .woocommerce nav.woocommerce-pagination ul li a:focus, #back-to-top, .be-carousel-nav, .single_portfolio_close .font-icon, .single_portfolio_back .font-icon, .more-link.style3-button, .view-project-link.style3-button, .trigger_load_more a.be-button, .trigger_load_more a.be-button:hover, .portfolio-carousel .owl-controls .owl-prev:hover .font-icon, .portfolio-carousel .owl-controls .owl-next:hover .font-icon{ color: #ffffff; transition: 0.2s linear all; } .woocommerce .button.alt.disabled { background: #efefef !important; color: #a2a2a2 !important; border: none !important; cursor: not-allowed; } .be-button, input[type="button"], input[type="submit"], input[type="reset"], button { color: #ffffff; transition: 0.2s linear all; } input[type="file"]::-webkit-file-upload-button { color: #ffffff; transition: 0.2s linear all; } .button-shape-rounded #submit, .button-shape-rounded .style2-button.view-project-link, .button-shape-rounded .style3-button.view-project-link, .button-shape-rounded .style2-button.more-link, .button-shape-rounded .style3-button.more-link, .button-shape-rounded .contact_submit { border-radius: 3px; } .button-shape-circular .style2-button.view-project-link, .button-shape-circular .style3-button.view-project-link{ border-radius: 50px; padding: 17px 30px !important; } .button-shape-circular .style2-button.more-link, .button-shape-circular .style3-button.more-link{ border-radius: 50px; padding: 7px 30px !important; } .button-shape-circular .contact_submit, .button-shape-circular #submit{ border-radius: 50px; padding-left: 30px; padding-right: 30px; } .view-project-link.style4-button:hover::after{ border-color : #00bcdd; } .mfp-arrow{ color: #ffffff; transition: 0.2s linear all; -moz-transition: 0.2s linear all; -o-transition: 0.2s linear all; transition: 0.2s linear all; } .portfolio-title a { color: inherit; } .arrow-block .arrow_prev, .arrow-block .arrow_next, .arrow-block .flickity-prev-next-button { background-color: rgb(0,0,0);background-color: rgba(0,0,0,1);} .arrow-border .arrow_prev, .arrow-border .arrow_next, .arrow-border .flickity-prev-next-button { border: 1px solid #000000; } .gallery-info-box-wrap .arrow_prev .font-icon, .gallery-info-box-wrap .arrow_next .font-icon{ color: #ffffff; } .flickity-prev-next-button .arrow{ fill: #ffffff; } .arrow-block .arrow_prev:hover, .arrow-block .arrow_next:hover, .arrow-block .flickity-prev-next-button:hover { background-color: rgb(0,0,0);background-color: rgba(0,0,0,1);} .arrow-border .arrow_prev:hover, .arrow-border .arrow_next:hover, .arrow-border .flickity-prev-next-button:hover { border: 1px solid #000000; } .gallery-info-box-wrap .arrow_prev:hover .font-icon, .gallery-info-box-wrap .arrow_next:hover .font-icon{ color: #ffffff; } .flickity-prev-next-button:hover .arrow{ fill: #ffffff; } #back-to-top.layout-border, #back-to-top.layout-border-header-top { right: 50px; bottom: 50px; } .layout-border .fixed-sidebar-page #right-sidebar.active-fixed { right: 30px; } body.header-transparent.admin-bar .layout-border #header #header-inner-wrap.no-transparent.top-animate, body.sticky-header.admin-bar .layout-border #header #header-inner-wrap.no-transparent.top-animate { top: 62px; } body.header-transparent .layout-border #header #header-inner-wrap.no-transparent.top-animate, body.sticky-header .layout-border #header #header-inner-wrap.no-transparent.top-animate { top: 30px; } body.header-transparent.admin-bar .layout-border.layout-border-header-top #header #header-inner-wrap.no-transparent.top-animate, body.sticky-header.admin-bar .layout-border.layout-border-header-top #header #header-inner-wrap.no-transparent.top-animate { top: 32px; z-index: 15; } body.header-transparent .layout-border.layout-border-header-top #header #header-inner-wrap.no-transparent.top-animate, body.sticky-header .layout-border.layout-border-header-top #header #header-inner-wrap.no-transparent.top-animate { top: 0px; z-index: 15; } body.header-transparent .layout-border #header #header-inner-wrap.no-transparent #header-wrap, body.sticky-header .layout-border #header #header-inner-wrap.no-transparent #header-wrap { margin: 0px 30px; -webkit-box-sizing: border-box; -moz-box-sizing: border-box; box-sizing: border-box; position: relative; } .mfp-content.layout-border img { padding: 70px 0px 70px 0px; } body.admin-bar .mfp-content.layout-border img { padding: 102px 0px 70px 0px; } .mfp-content.layout-border .mfp-bottom-bar { margin-top: -60px; } body .mfp-content.layout-border .mfp-close { top: 30px; } body.admin-bar .mfp-content.layout-border .mfp-close { top: 62px; } pre { background-image: -webkit-repeating-linear-gradient(top, #FFFFFF 0px, #FFFFFF 30px, #fafbfd 24px, #fafbfd 56px); background-image: -moz-repeating-linear-gradient(top, #FFFFFF 0px, #FFFFFF 30px, #fafbfd 24px, #fafbfd 56px); background-image: -ms-repeating-linear-gradient(top, #FFFFFF 0px, #FFFFFF 30px, #fafbfd 24px, #fafbfd 56px); background-image: -o-repeating-linear-gradient(top, #FFFFFF 0px, #FFFFFF 30px, #fafbfd 24px, #fafbfd 56px); background-image: repeating-linear-gradient(top, #FFFFFF 0px, #FFFFFF 30px, #fafbfd 24px, #fafbfd 56px); display: block; line-height: 28px; margin-bottom: 50px; overflow: auto; padding: 0px 10px; border:1px solid #eeeeee; } .post-title a{ color: inherit; } /*Animated link Typography*/ .be-sidemenu, .special-header-menu a::before{ background-color: rgb(26,26,26);background-color: rgba(26,26,26,1);} /*For normal styles add the padding in top and bottom*/ .be-themes-layout-layout-border .be-sidemenu, .be-themes-layout-layout-border .be-sidemenu, .be-themes-layout-layout-border-header-top .be-sidemenu, .be-themes-layout-layout-border-header-top .be-sidemenu{ padding: 30px 0px; box-sizing: border-box; } /*For center-align and left-align overlay, add padding to all sides*/ .be-themes-layout-layout-border.overlay-left-align-menu .be-sidemenu, .be-themes-layout-layout-border.overlay-center-align-menu .be-sidemenu, .be-themes-layout-layout-border-header-top.overlay-left-align-menu .be-sidemenu, .be-themes-layout-layout-border-header-top.overlay-center-align-menu .be-sidemenu{ padding: 30px; box-sizing: border-box; } .be-themes-layout-layout-border-header-top .be-sidemenu{ padding-top: 0px; } body.perspective-left.perspectiveview, body.perspective-right.perspectiveview{ background-color: rgb(26,26,26);background-color: rgba(26,26,26,1);} body.left-header.perspective-right.perspectiveview{ background-color: rgb(8,8,8);background-color: rgba(8,8,8,0.90);} body.perspective-left .be-sidemenu, body.perspective-right .be-sidemenu{ background-color : transparent; } /*Portfolio navigation*/ .loader-style1-double-bounce1, .loader-style1-double-bounce2, .loader-style2-wrap, .loader-style3-wrap > div, .loader-style5-wrap .dot1, .loader-style5-wrap .dot2, #nprogress .bar { background: #00bcdd !important; } .loader-style4-wrap { border-top: 7px solid rgba(0, 188, 221 , 0.3); border-right: 7px solid rgba(0, 188, 221 , 0.3); border-bottom: 7px solid rgba(0, 188, 221 , 0.3); border-left-color: #00bcdd; } #nprogress .spinner-icon { border-top-color: #00bcdd !important; border-left-color: #00bcdd !important; } #nprogress .peg { box-shadow: 0 0 10px #00bcdd, 0 0 5px #00bcdd !important; } .style1 #navigation, .style3 #navigation, .style4 #navigation, .style5 #navigation, #header-controls-left, #header-controls-right, #header-wrap, .mobile-nav-controller-wrap, #left-header-mobile .header-cart-controls, .style6 #navigation-left-side, .style6 #navigation-right-side, .style7 #navigation{ line-height: 66px; } body.header-transparent #header-wrap #navigation, body.header-transparent #header-wrap #navigation-left-side, body.header-transparent #header-wrap #navigation-right-side, body.header-transparent #header-inner-wrap .header-controls, body.header-transparent #header-inner-wrap #header-controls-left, body.header-transparent #header-inner-wrap #header-controls-right, body.header-transparent #header-inner-wrap #header-wrap, body.header-transparent #header-inner-wrap .mobile-nav-controller-wrap { line-height: 66px; } body #header-inner-wrap.top-animate #navigation, body #header-inner-wrap.top-animate #navigation-left-side, body #header-inner-wrap.top-animate #navigation-right-side, body #header-inner-wrap.top-animate .header-controls, body #header-inner-wrap.top-animate #header-wrap, body #header-inner-wrap.top-animate #header-controls-right, body #header-inner-wrap.top-animate #header-controls-left { line-height: 66px; } .header-transparent #content.page-split-screen-left, .header-transparent #content.page-split-screen-right{ } #navigation-left-side { padding-right: 90.5px; } #navigation-right-side { padding-left: 90.5px; } #bbpress-forums li.bbp-body ul.forum, #bbpress-forums li.bbp-body ul.topic { border-top: 1px solid #eeeeee; } #bbpress-forums ul.bbp-lead-topic, #bbpress-forums ul.bbp-topics, #bbpress-forums ul.bbp-forums, #bbpress-forums ul.bbp-replies, #bbpress-forums ul.bbp-search-results { border: 1px solid #eeeeee; } #bbpress-forums li.bbp-header, #bbpress-forums li.bbp-footer, .menu-card-item.highlight-menu-item { background: #fafbfd; } #bbpress-forums .topic .bbp-topic-meta a:hover, .bbp-forum-freshness a:hover, .bbp-topic-freshness a:hover, .bbp-header .bbp-reply-content a:hover, .bbp-topic-tags a:hover, .bbp-breadcrumb a:hover, .bbp-forums-list a:hover { color: #00bcdd; } div.bbp-reply-header, .bar-style-related-posts-list, .menu-card-item { border-color: #eeeeee; } #evcal_list .eventon_list_event .evcal_desc span.evcal_event_title, .eventon_events_list .evcal_event_subtitle { padding-bottom: 10px !important; } .eventon_events_list .eventon_list_event .evcal_desc, .evo_pop_body .evcal_desc, #page-content p.evcal_desc { padding-left: 100px !important; } .evcal_evdata_row { background: #fafbfd !important; } .eventon_events_list .eventon_list_event .event_description { background: #fafbfd !important; border-color: #eeeeee !important; } .bordr, #evcal_list .bordb { border-color: #eeeeee !important; } .evcal_evdata_row .evcal_evdata_cell h3 { margin-bottom: 10px !important; } /**** Be single portfolio - overflow images ****/ /* Optiopn Panel Css */ /********************************************** *** FORMS **********************************************/ .mc4wp-form input {height: 50px;} .wpcf7-form textarea { height: 100px; } .wpcf7-submit { height: 50px; } input[type="submit"] { border-radius: 2px; cursor: pointer; } input.wpcf7-form-control.wpcf7-submit.be-button { border: 2px solid; } .hbspt-form label { color: #fff; } .hbspt-form .input { padding-bottom: 15px; } #hsForm_1692b5bd-5639-41c0-9e31-af463bc55211 .actions input[type="submit"], #hsForm_4b36f79d-3c51-4938-bd29-6b08acce3c48 .actions input[type="submit"]{ background-color: #00bcdd; } .actions input[type="submit"] { background-color: #323840; } /********************************************** *** TEAM **********************************************/ .team-description { font-weight: bold; } .speaker-details-circle img { border-radius: 50%; } .speaker-social-icons { margin-bottom: 15px; } /********************************************** *** GENERAL **********************************************/ // .odsc__box-shadow { // box-shadow: 0 2px 4px 0 rgba(0, 0, 0, 0.5); // } .flip-wrap { box-shadow: 0 2px 4px 0 rgba(0, 0, 0, 0.5); } .pricing-table li.pricing-button .be-button { border-radius: 2px; } .color-white { color: #fff; } span.top-bar-widgets { font-size: 105%; font-weight: bold; } .be-nav-link-effect-1 a::after { top: 140%; } .myTable { background-color:#fff;border-collapse:collapse; } .myTable th { background-color:#fff;color:white;width:50%; } .myTable td, .myTable th { padding:5px;border:1px solid #fff; } .menu-card-item-price { line-height: 12px !important; top: 50%; transform: translateY(-50%); width: 40%; } a#back-to-top { border-radius: 4px; border: solid #323840 2px; } @media (min-width: 60rem) { .ai-max-width { max-width: 50rem; margin: 0 auto !important; } } .icon-quote { transform: scaleX(-1) scaleY(-1); } /********************************************** *** MASTERCLASS **********************************************/ .masterclass-hero { color: #fff; text-align: center; max-width: 900px; margin: auto; } @media (min-width: 60rem) { .masterclass-countdown { max-width: 600px; margin: 0 auto !important; } } .masterclass-countdown .countdown-amount { font-size: 45px; } /* Mobile 480 */ @media (max-width: 60rem) { h3.masterclass-hero { font-size: 20px; line-height: 30px; } h4.masterclass-hero { font-size: 16px; } } .white-border { border-right: 3px solid #00bcdd; } .max-width-text { max-width: 100px; margin: 0px auto; } @media (min-width: 60rem) { .max-width-text-main { max-width: 800px; margin: 0px auto !important; } } /* Partnering */ .partnering-white-text { color: #fff; line-height: 1.7; font-weight: bold; font-size: 14pt; } /********************************************** *** ACORDIANS **********************************************/ .accordion .accordion-head { border-bottom: 1px solid; padding-bottom: 1%; } /********************************************** *** BLOG **********************************************/ .display-none { display: none; } .page-id-1424 #header-wrap, .page-id-10 #header-wrap, .page-id-267 #header-wrap, .page-id-1296 #header-wrap, .page-id-1836 #header-wrap, .page-id-218 #header-wrap, .page-id-264 #header-wrap, .page-id-2275 #header-wrap, .home #header-wrap, .search #header-wrap, .post-template-default #header-wrap, .blog #header-wrap, .archive #header-wrap { display: none; } .blog .post-thumb a:hover { border: 2px solid; } /********************************************** *** PORTFILIO **********************************************/ .portfolio .thumb-title-wrap .thumb-title { line-height: 20px; } span.speaker-name { color: #fff; } .speaker-company { text-transform: none; font-size: 75%; color: #323840; } .portfolio hr { margin-bottom: 15px; border-color: #323840; } </style><meta name="onesignal" content="wordpress-plugin"/> <script> window.OneSignal = window.OneSignal || []; OneSignal.push( function() { OneSignal.SERVICE_WORKER_UPDATER_PATH = "OneSignalSDKUpdaterWorker.js.php"; OneSignal.SERVICE_WORKER_PATH = "OneSignalSDKWorker.js.php"; OneSignal.SERVICE_WORKER_PARAM = { scope: "/" }; OneSignal.setDefaultNotificationUrl("https://odsc.com"); var oneSignal_options = {}; window._oneSignalInitOptions = oneSignal_options; oneSignal_options['wordpress'] = true; oneSignal_options['appId'] = 'aef7b140-4d2b-469f-add6-67112f54e19c'; oneSignal_options['allowLocalhostAsSecureOrigin'] = true; oneSignal_options['welcomeNotification'] = { }; oneSignal_options['welcomeNotification']['title'] = ""; oneSignal_options['welcomeNotification']['message'] = ""; oneSignal_options['path'] = "https://odsc.com/wp-content/plugins/onesignal-free-web-push-notifications/sdk_files/"; oneSignal_options['promptOptions'] = { }; oneSignal_options['notifyButton'] = { }; oneSignal_options['notifyButton']['enable'] = true; oneSignal_options['notifyButton']['position'] = 'bottom-right'; oneSignal_options['notifyButton']['theme'] = 'default'; oneSignal_options['notifyButton']['size'] = 'medium'; oneSignal_options['notifyButton']['showCredit'] = true; oneSignal_options['notifyButton']['text'] = {}; OneSignal.init(window._oneSignalInitOptions); OneSignal.showNativePrompt(); }); function documentInitOneSignal() { var oneSignal_elements = document.getElementsByClassName("OneSignal-prompt"); var oneSignalLinkClickHandler = function(event) { OneSignal.push(['registerForPushNotifications']); event.preventDefault(); }; for(var i = 0; i < oneSignal_elements.length; i++) oneSignal_elements[i].addEventListener('click', oneSignalLinkClickHandler, false); } if (document.readyState === 'complete') { documentInitOneSignal(); } else { window.addEventListener("load", function(event){ documentInitOneSignal(); }); } </script> <script>function initApollo(){var n=Math.random().toString(36).substring(7),o=document.createElement("script"); o.src="https://assets.apollo.io/micro/website-tracker/tracker.iife.js?nocache="+n,o.async=!0,o.defer=!0, o.onload=function(){window.trackingFunctions.onLoad({appId:"6631283d8cd2f401c74bd616"})}, document.head.appendChild(o)}initApollo();</script> <script type="text/javascript" src="https://addevent.com/libs/atc/1.6.1/atc.min.js" async defer></script><meta name="google-site-verification" content="mkcmvYzbHoP3pfxm_tVOMEGp0yhOe2G47zBsS01bPGs" /> <script>(function(w,d,t,r,u){var f,n,i;w[u]=w[u]||[],f=function(){var o={ti:"25050152"};o.q=w[u],w[u]=new UET(o),w[u].push("pageLoad")},n=d.createElement(t),n.src=r,n.async=1,n.onload=n.onreadystatechange=function(){var s=this.readyState;s&&s!=="loaded"&&s!=="complete"||(f(),n.onload=n.onreadystatechange=null)},i=d.getElementsByTagName(t)[0],i.parentNode.insertBefore(n,i)})(window,document,"script","//bat.bing.com/bat.js","uetq");</script> <script charset="utf-8" src="https://js.hubspot.com/forms/current.js"></script>   <script> !function(q,e,v,n,t,s){if(q.qp) return; n=q.qp=function(){n.qp?n.qp.apply(n,arguments):n.queue.push(arguments);}; n.queue=[];t=document.createElement(e);t.async=!0;t.src=v; s=document.getElementsByTagName(e)[0]; s.parentNode.insertBefore(t,s);}(window, 'script', 'https://a.quora.com/qevents.js'); qp('init', '8ad753e5bebf4fb58db2eb33a263c02d'); qp('track', 'ViewContent'); </script> <noscript><img height="1" width="1" style="display:none" src="https://q.quora.com/_/ad/8ad753e5bebf4fb58db2eb33a263c02d/pixel?tag=ViewContent&noscript=1"/></noscript> <style rel="stylesheet" id="typehub-output">h1,.h1{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:700;font-style:normal;text-transform:none;font-size:55px;line-height:70px;letter-spacing:0;color:#515151}h2,.h2{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:700;font-style:normal;text-transform:none;font-size:42px;line-height:63px;letter-spacing:0;color:#515151}h3,.h3{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:700;font-style:normal;text-transform:none;font-size:35px;line-height:52px;letter-spacing:1px;color:#515151}h4,.woocommerce-order-received .woocommerce h2,.woocommerce-order-received .woocommerce h3,.woocommerce-view-order .woocommerce h2,.woocommerce-view-order .woocommerce h3,.h4{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:26px;line-height:42px;letter-spacing:0;color:#515151}h5,#reply-title,.h5{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:20px;line-height:36px;letter-spacing:0;color:#515151}h6,.testimonial-author-role.h6-font,.menu-card-title,.menu-card-item-price,.slider-counts,.woocommerce-MyAccount-navigation ul li,a.bbp-forum-title,#bbpress-forums fieldset.bbp-form label,.bbp-topic-title a.bbp-topic-permalink,#bbpress-forums ul.forum-titles li,#bbpress-forums ul.bbp-replies li.bbp-header,.h6{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:15px;line-height:32px;letter-spacing:0;color:#515151}body,.special-heading-wrap .caption-wrap .body-font,.woocommerce .woocommerce-ordering select.orderby,.woocommerce-page .woocommerce-ordering select.orderby,.body{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:18px;line-height:26px;letter-spacing:0;color:#5f6263}.page-title-module-custom .page-title-custom,h6.portfolio-title-nav{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:uppercase;font-size:18px;line-height:36px;letter-spacing:3px;color:#515151}.sub-title,.special-subtitle,.sub_title{font-family:"Crimson Text",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;text-transform:none;font-size:15px;letter-spacing:0}#footer{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:14px;line-height:14px;letter-spacing:0;color:#fff}.special-header-menu .menu-container,#navigation .mega .sub-menu .highlight .sf-with-ul,#navigation,.style2 #navigation,.style13 #navigation,#navigation-left-side,#navigation-right-side,.sb-left #slidebar-menu,.header-widgets,.header-code-widgets,body #header-inner-wrap.top-animate.style2 #navigation,.top-overlay-menu .sb-right #slidebar-menu{font-family:"Montserrat",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:600;font-style:normal;text-transform:uppercase;font-size:16px;line-height:51px;letter-spacing:1px;color:#00bcdd}.special-header-menu .menu-container .sub-menu,.special-header-menu .sub-menu,#navigation .sub-menu,#navigation .children,#navigation-left-side .sub-menu,#navigation-left-side .children,#navigation-right-side .sub-menu,#navigation-right-side .children,.sb-left #slidebar-menu .sub-menu,.top-overlay-menu .sb-right #slidebar-menu .sub-menu{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:16px;line-height:28px;letter-spacing:0;color:#bbb}ul#mobile-menu a,ul#mobile-menu li.mega ul.sub-menu li.highlight>:first-child{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:uppercase;font-size:12px;line-height:40px;letter-spacing:1px;color:#fff}ul#mobile-menu ul.sub-menu a{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:13px;line-height:27px;letter-spacing:0;color:#bbb}.top-right-sliding-menu .sb-right ul#slidebar-menu li,.sb-right #slidebar-menu .mega .sub-menu .highlight .sf-with-ul{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:uppercase;font-size:16px;line-height:50px;letter-spacing:1px;color:#fff}.top-right-sliding-menu .sb-right #slidebar-menu ul.sub-menu li{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:16px;line-height:25px;letter-spacing:0;color:#fff}.ui-tabs-anchor,.accordion .accordion-head,.skill-wrap .skill_name,.chart-wrap span,.animate-number-wrap h6 span,.woocommerce-tabs .tabs li a,.be-countdown{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:600;font-style:normal;letter-spacing:0}.ui-tabs-anchor{text-transform:uppercase;font-size:13px;line-height:17px}.accordion .accordion-head{text-transform:uppercase;font-size:18px;line-height:17px}.skill-wrap .skill_name{text-transform:none;font-size:20px;line-height:17px}.countdown-amount{text-transform:uppercase;font-size:55px;line-height:95px}.countdown-section{text-transform:uppercase;font-size:15px;line-height:30px}.testimonial_slide .testimonial-content{font-family:"Crimson Text",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;text-transform:none;letter-spacing:0}.tweet-slides .tweet-content{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;text-transform:none;letter-spacing:0}.tatsu-button,.be-button,.woocommerce a.button,.woocommerce-page a.button,.woocommerce button.button,.woocommerce-page button.button,.woocommerce input.button,.woocommerce-page input.button,.woocommerce #respond input#submit,.woocommerce-page #respond input#submit,.woocommerce #content input.button,.woocommerce-page #content input.button,input[type="submit"],.more-link.style1-button,.more-link.style2-button,.more-link.style3-button,input[type="button"],input[type="submit"],input[type="reset"],button,input[type="file"]::-webkit-file-upload-button{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif}.oshine-animated-link,.view-project-link.style4-button{font-family:"Montserrat",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;text-transform:none;letter-spacing:0}.thumb-title-wrap .thumb-title,.full-screen-portfolio-overlay-title{font-family:"Montserrat",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;font-size:14px;line-height:30px}.thumb-title-wrap .portfolio-item-cats{font-size:12px;line-height:17px}h6.gallery-side-heading{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:15px;line-height:32px;letter-spacing:0;color:#515151}.portfolio-details .gallery-side-heading-wrap p{font-family:"Raleway",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;font-size:13px;line-height:26px}a.navigation-previous-post-link,a.navigation-next-post-link{font-family:"Montserrat",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:700;font-style:normal;font-size:13px;line-height:20px}#portfolio-title-nav-bottom-wrap h6,#portfolio-title-nav-bottom-wrap .slider-counts{font-family:"Montserrat",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;font-size:15px}.attachment-details-custom-slider{font-family:"Crimson Text",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-size:15px;line-height:15px;color:}.filters .filter_item{font-family:"Montserrat",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;font-size:12px;line-height:32px;color:#222}.woocommerce ul.products li.product .product-meta-data h3,.woocommerce-page ul.products li.product .product-meta-data h3,.woocommerce ul.products li.product h3,.woocommerce-page ul.products li.product h3,.woocommerce ul.products li.product .product-meta-data .woocommerce-loop-product__title,.woocommerce-page ul.products li.product .product-meta-data .woocommerce-loop-product__title,.woocommerce ul.products li.product .woocommerce-loop-product__title,.woocommerce-page ul.products li.product .woocommerce-loop-product__title,.woocommerce ul.products li.product-category .woocommerce-loop-category__title,.woocommerce-page ul.products li.product-category .woocommerce-loop-category__title{font-family:"Montserrat",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:uppercase;font-size:13px;line-height:27px;letter-spacing:1px;color:#222}.woocommerce-page.single.single-product #content div.product h1.product_title.entry-title{font-family:"Montserrat",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:25px;line-height:27px;letter-spacing:0;color:#222}.post-title,.post-date-wrap{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:20px;line-height:40px;letter-spacing:0;color:#000}.style3-blog .post-title,.style8-blog .post-title{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:16px;line-height:28px;letter-spacing:0;color:#363c3b}.post-meta.post-top-meta-typo,.style8-blog .post-meta.post-category a,.hero-section-blog-categories-wrap a{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;text-transform:uppercase;font-size:12px;line-height:24px;letter-spacing:0;color:#757575}.post-nav li,.style8-blog .post-meta.post-date,.style8-blog .post-bottom-meta-wrap,.hero-section-blog-bottom-meta-wrap{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;text-transform:uppercase;font-size:12px;line-height:24px;letter-spacing:0;color:#757575}.single-post .post-title,.single-post .style3-blog .post-title,.single-post .style8-blog .post-title{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:20px;line-height:40px;letter-spacing:0;color:#000}.sidebar-widgets h6{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:uppercase;font-size:18px;line-height:22px;letter-spacing:1px;color:#333}.sidebar-widgets{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:16px;line-height:24px;letter-spacing:0;color:#606060}.sb-slidebar .widget h6{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:16px;line-height:22px;letter-spacing:1px;color:#fff}.sb-slidebar .widget{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:14px;line-height:25px;letter-spacing:0;color:#a2a2a2}#bottom-widgets h6{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:uppercase;font-size:18px;line-height:22px;letter-spacing:1px;color:#474747}#bottom-widgets{font-family:"Source Sans Pro",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:16px;line-height:24px;letter-spacing:0;color:#757575}.contact_form_module input[type="text"],.contact_form_module textarea{font-family:"Montserrat",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-weight:400;font-style:normal;text-transform:none;font-size:13px;line-height:26px;letter-spacing:0;color:#222}@media only screen and (max-width:1377px){}@media only screen and (min-width:768px) and (max-width:1024px){}@media only screen and (max-width:767px){}</style><style id = "oshine-typehub-css" type="text/css"> #header-controls-right,#header-controls-left{color:#00bcdd}#be-left-strip .be-mobile-menu-icon span{background-color:#323232}ul#mobile-menu .mobile-sub-menu-controller{line-height :40px }ul#mobile-menu ul.sub-menu .mobile-sub-menu-controller{line-height :27px }.breadcrumbs{color:#515151}.search-box-wrapper.style2-header-search-widget input[type="text"]{font-style:normal;font-weight:400;font-family:Crimson Text}.portfolio-share a.custom-share-button,.portfolio-share a.custom-share-button:active,.portfolio-share a.custom-share-button:hover,.portfolio-share a.custom-share-button:visited{color:#515151}.more-link.style2-button{color:#000 !important;border-color:#000 !important}.style8-blog .post-bottom-meta-wrap .be-share-stack a.custom-share-button,.style8-blog .post-bottom-meta-wrap .be-share-stack a.custom-share-button:active,.style8-blog .post-bottom-meta-wrap .be-share-stack a.custom-share-button:hover,.style8-blog .post-bottom-meta-wrap .be-share-stack a.custom-share-button:visited{color:#757575}.hero-section-blog-categories-wrap a,.hero-section-blog-categories-wrap a:visited,.hero-section-blog-categories-wrap a:hover,.hero-section-blog-bottom-meta-wrap .hero-section-blog-bottom-meta-wrap a,.hero-section-blog-bottom-meta-wrap a:visited,.hero-section-blog-bottom-meta-wrap a:hover,.hero-section-blog-bottom-meta-wrap{color :#000}#navigation .mega .sub-menu .highlight .sf-with-ul{color:#bbb !important;line-height:1.5}.view-project-link.style4-button{color :#515151}.related.products h2,.upsells.products h2,.cart-collaterals .cross-sells h2,.cart_totals h2,.shipping_calculator h2,.woocommerce-billing-fields h3,.woocommerce-shipping-fields h3,.shipping_calculator h2,#order_review_heading,.woocommerce .page-title{font-family:Montserrat;font-weight:400}.woocommerce form .form-row label,.woocommerce-page form .form-row label{color:#515151}.woocommerce-tabs .tabs li a{color:#515151 !important}#bbpress-forums ul.forum-titles li,#bbpress-forums ul.bbp-replies li.bbp-header{line-height:inherit;letter-spacing:inherit;text-transform:uppercase;font-size:inherit}#bbpress-forums .topic .bbp-topic-meta a,.bbp-forum-freshness a,.bbp-topic-freshness a,.bbp-header .bbp-reply-content a,.bbp-topic-tags a,.bbp-breadcrumb a,.bbp-forums-list a{color:#515151}.ajde_evcal_calendar .calendar_header p,.eventon_events_list .eventon_list_event .evcal_cblock{font-family:Source Sans Pro !important}.eventon_events_list .eventon_list_event .evcal_desc span.evcal_desc2,.evo_pop_body .evcal_desc span.evcal_desc2{font-family:Source Sans Pro !important;font-size:14px !important;text-transform:none}.eventon_events_list .eventon_list_event .evcal_desc span.evcal_event_subtitle,.evo_pop_body .evcal_desc span.evcal_event_subtitle,.evcal_evdata_row .evcal_evdata_cell p,#evcal_list .eventon_list_event p.no_events{text-transform:none !important;font-family:Source Sans Pro !important;font-size:inherit !important} </style><style rel="stylesheet" id="colorhub-output">.swatch-red, .swatch-red a{color:#f44336;}.swatch-pink, .swatch-pink a{color:#E91E63;}.swatch-purple, .swatch-purple a{color:#9C27B0;}.swatch-deep-purple, .swatch-deep-purple a{color:#673AB7;}.swatch-indigo, .swatch-indigo a{color:#3F51B5;}.swatch-blue, .swatch-blue a{color:#2196F3;}.swatch-light-blue, .swatch-light-blue a{color:#03A9F4;}.swatch-cyan, .swatch-cyan a{color:#00BCD4;}.swatch-teal, .swatch-teal a{color:#009688;}.swatch-green, .swatch-green a{color:#4CAF50;}.swatch-light-green, .swatch-light-green a{color:#8BC34A;}.swatch-lime, .swatch-lime a{color:#CDDC39;}.swatch-yellow, .swatch-yellow a{color:#FFEB3B;}.swatch-amber, .swatch-amber a{color:#FFC107;}.swatch-orange, .swatch-orange a{color:#FF9800;}.swatch-deep-orange, .swatch-deep-orange a{color:#FF5722;}.swatch-brown, .swatch-brown a{color:#795548;}.swatch-grey, .swatch-grey a{color:#9E9E9E;}.swatch-blue-grey, .swatch-blue-grey a{color:#607D8B;}.swatch-white, .swatch-white a{color:#ffffff;}.swatch-black, .swatch-black a{color:#000000;}.palette-0, .palette-0 a{color:#00bcdd;}.palette-1, .palette-1 a{color:#ffffff;}.palette-2, .palette-2 a{color:#222222;}.palette-3, .palette-3 a{color:#888888;}.palette-4, .palette-4 a{color:#fafbfd;}</style><link rel="icon" href="https://odsc.com/wp-content/uploads/2022/03/cropped-faviODSC-32x32.png" sizes="32x32" /><link rel="icon" href="https://odsc.com/wp-content/uploads/2022/03/cropped-faviODSC-192x192.png" sizes="192x192" /><link rel="apple-touch-icon" href="https://odsc.com/wp-content/uploads/2022/03/cropped-faviODSC-180x180.png" /><meta name="msapplication-TileImage" content="https://odsc.com/wp-content/uploads/2022/03/cropped-faviODSC-270x270.png" />  <style> /* Cached: November 26, 2024 at 8:37am */ /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOiCnqEu92Fr1Mu51QrEz0dL_nz.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOiCnqEu92Fr1Mu51QrEzQdL_nz.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOiCnqEu92Fr1Mu51QrEzwdL_nz.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOiCnqEu92Fr1Mu51QrEzMdL_nz.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOiCnqEu92Fr1Mu51QrEz8dL_nz.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOiCnqEu92Fr1Mu51QrEz4dL_nz.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOiCnqEu92Fr1Mu51QrEzAdLw.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TjASc3CsTKlA.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TjASc-CsTKlA.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TjASc2CsTKlA.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TjASc5CsTKlA.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TjASc1CsTKlA.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TjASc0CsTKlA.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TjASc6CsQ.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1Mu51xFIzIFKw.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1Mu51xMIzIFKw.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1Mu51xEIzIFKw.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1Mu51xLIzIFKw.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1Mu51xHIzIFKw.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1Mu51xGIzIFKw.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1Mu51xIIzI.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51S7ACc3CsTKlA.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51S7ACc-CsTKlA.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51S7ACc2CsTKlA.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51S7ACc5CsTKlA.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51S7ACc1CsTKlA.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51S7ACc0CsTKlA.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51S7ACc6CsQ.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TzBic3CsTKlA.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TzBic-CsTKlA.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TzBic2CsTKlA.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TzBic5CsTKlA.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TzBic1CsTKlA.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TzBic0CsTKlA.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TzBic6CsQ.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TLBCc3CsTKlA.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TLBCc-CsTKlA.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TLBCc2CsTKlA.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TLBCc5CsTKlA.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TLBCc1CsTKlA.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TLBCc0CsTKlA.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: italic; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOjCnqEu92Fr1Mu51TLBCc6CsQ.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1MmgVxFIzIFKw.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1MmgVxMIzIFKw.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1MmgVxEIzIFKw.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1MmgVxLIzIFKw.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1MmgVxHIzIFKw.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1MmgVxGIzIFKw.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 100; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOkCnqEu92Fr1MmgVxIIzI.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmSU5fCRc4EsA.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmSU5fABc4EsA.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmSU5fCBc4EsA.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmSU5fBxc4EsA.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmSU5fCxc4EsA.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmSU5fChc4EsA.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 300; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmSU5fBBc4.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOmCnqEu92Fr1Mu72xKOzY.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOmCnqEu92Fr1Mu5mxKOzY.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOmCnqEu92Fr1Mu7mxKOzY.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOmCnqEu92Fr1Mu4WxKOzY.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOmCnqEu92Fr1Mu7WxKOzY.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOmCnqEu92Fr1Mu7GxKOzY.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 400; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOmCnqEu92Fr1Mu4mxK.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmEU9fCRc4EsA.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmEU9fABc4EsA.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmEU9fCBc4EsA.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmEU9fBxc4EsA.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmEU9fCxc4EsA.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmEU9fChc4EsA.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 500; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmEU9fBBc4.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmWUlfCRc4EsA.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmWUlfABc4EsA.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmWUlfCBc4EsA.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmWUlfBxc4EsA.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmWUlfCxc4EsA.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmWUlfChc4EsA.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 700; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmWUlfBBc4.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } /* cyrillic-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmYUtfCRc4EsA.woff2) format('woff2'); unicode-range: U+0460-052F, U+1C80-1C8A, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; } /* cyrillic */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmYUtfABc4EsA.woff2) format('woff2'); unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; } /* greek-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmYUtfCBc4EsA.woff2) format('woff2'); unicode-range: U+1F00-1FFF; } /* greek */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmYUtfBxc4EsA.woff2) format('woff2'); unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; } /* vietnamese */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmYUtfCxc4EsA.woff2) format('woff2'); unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; } /* latin-ext */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmYUtfChc4EsA.woff2) format('woff2'); unicode-range: U+0100-02BA, U+02BD-02C5, U+02C7-02CC, U+02CE-02D7, U+02DD-02FF, U+0304, U+0308, U+0329, U+1D00-1DBF, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; } /* latin */ @font-face { font-family: 'Roboto'; font-style: normal; font-weight: 900; font-display: swap; src: url(https://fonts.gstatic.com/s/roboto/v32/KFOlCnqEu92Fr1MmYUtfBBc4.woff2) format('woff2'); unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; } :root { --font-base: Roboto; --font-headings: Roboto; --font-input: Roboto; } body, #content, .entry-content, .post-content, .page-content, .post-excerpt, .entry-summary, .entry-excerpt, .widget-area, .widget, .sidebar, #sidebar, footer, .footer, #footer, .site-footer { font-family: "Roboto"; } #site-title, .site-title, #site-title a, .site-title a, .entry-title, .entry-title a, h1, h2, h3, h4, h5, h6, .widget-title, .elementor-heading-title { font-family: "Roboto"; } button, .button, input, select, textarea, .wp-block-button, .wp-block-button__link { font-family: "Roboto"; } </style>  <script> var $container = jQuery('#odsc-tickets'); // on any group click jQuery(document).ready(function(){ jQuery('.grouptickets a').on('click', function (event) { // event && event.preventDefault(); jQuery('#ConferenceTrainingPass').removeClass('groups__group--active'); jQuery('#GroupDiscount').addClass('groups__group--active'); var groupId = "448495d313a47d19c70c96abe7e016b1"; var groupId2 = "70a2bbafefa0ca05dbb0ca678b54582c"; jQuery('.group-content[data-group="'+groupId2+'"]').removeClass("group-content--visible"); jQuery('.group-content[data-group="'+groupId+'"]').addClass("group-content--visible"); // click on subtabs if (jQuery('.group-content__subtab__tab--active:visible').length) { jQuery('.group-content__subtab__tab--active:visible').click(); } else { jQuery('.group-content__subtab__tab:visible:eq(0)').click(); } }); }); </script> <script> var $container = jQuery('#odsc-tickets'); // on any group click jQuery(document).ready(function(){ jQuery('.grouptickets a').on('click', function (event) { // event && event.preventDefault(); jQuery('#BusinessPass').removeClass('groups__group--active'); jQuery('#GroupDiscount').addClass('groups__group--active'); var groupId = "448495d313a47d19c70c96abe7e016b1"; var groupId2 = "d7dca3a8be000a1541cd17e46dc4b9ba"; jQuery('.group-content[data-group="'+groupId2+'"]').removeClass("group-content--visible"); jQuery('.group-content[data-group="'+groupId+'"]').addClass("group-content--visible"); // click on subtabs if (jQuery('.group-content__subtab__tab--active:visible').length) { jQuery('.group-content__subtab__tab--active:visible').click(); } else { jQuery('.group-content__subtab__tab:visible:eq(0)').click(); } }); }); jQuery(document).ready(function(){ jQuery('.trainingtickets a').on('click', function (event) { // event && event.preventDefault(); jQuery('#BusinessPass').removeClass('groups__group--active'); jQuery('#ConferenceTrainingPass').addClass('groups__group--active'); jQuery('#GroupDiscount').removeClass('groups__group--active'); var groupId = "70a2bbafefa0ca05dbb0ca678b54582c"; var groupId2 = "d7dca3a8be000a1541cd17e46dc4b9ba"; var groupId3 = "448495d313a47d19c70c96abe7e016b1"; jQuery('.group-content[data-group="'+groupId2+'"]').removeClass("group-content--visible"); jQuery('.group-content[data-group="'+groupId3+'"]').removeClass("group-content--visible"); jQuery('.group-content[data-group="'+groupId+'"]').addClass("group-content--visible"); // click on subtabs if (jQuery('.group-content__subtab__tab--active:visible').length) { jQuery('.group-content__subtab__tab--active:visible').click(); } else { jQuery('.group-content__subtab__tab:visible:eq(0)').click(); } }); }); </script> <script src="https://d3js.org/d3.v3.min.js"></script></head><body data-rsssl=1 class="archive category category-nlp category-306 cookies-not-set sticky-header header-solid no-section-scroll top-header none be-themes-layout-layout-wide button-shape-rounded opt-panel-cache-on mprm_ie" data-be-site-layout='layout-wide' data-be-page-template = 'page' ><div class="search-box-wrapper style2-header-search-widget"> <a href="#" class="header-search-form-close"><i class="icon-icon_close font-icon"></i></a><div class="search-box-inner1"><div class="search-box-inner2"></div></div></div><div id="main-wrapper" ><div id="main" class="ajaxable layout-wide" ><header id="header"><div id="header-top-bar"><div id="header-top-bar-wrap" class=" clearfix"><div id="header-top-bar-left"> <span class="top-bar-widgets">Open Data Science Conference</span></div><div id="header-top-bar-right"><div class="topbar-menu-container"><ul id="topbar-menu" class="clearfix"><li id="menu-item-35199" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-35199"><a href="/boston/bootcamp/" title="AI Bootcamp">AI Bootcamp</a></li><li id="menu-item-40495" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-40495"><a href="/boston" title="EAST">EAST</a></li><li id="menu-item-45816" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-45816"><a href="/europe" title="EUROPE">EUROPE</a></li><li id="menu-item-19686" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-19686"><a href="/apac" title="APAC">APAC</a></li><li id="menu-item-633" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-633"><a href="https://odsc.com/california/" title="WEST">WEST</a></li><li id="menu-item-52199" class="nomob menu-item menu-item-type-custom menu-item-object-custom menu-item-52199"><a href="https://aiplus.training/" title="Ai+">Ai+</a></li><li id="menu-item-642" class="nomob menu-item menu-item-type-custom menu-item-object-custom menu-item-642"><a href="https://opendatascience.com" title="Blog">Blog</a></li><li id="menu-item-41261" class="nomob menu-item menu-item-type-custom menu-item-object-custom menu-item-41261"><a href="/boston/partner-odsc-east/" title="Partners">Partners</a></li><li id="menu-item-1102" class="nomob menu-item menu-item-type-custom menu-item-object-custom menu-item-1102"><a href="https://jobs.opendatascience.com/" title="Jobs">Jobs</a></li><li id="menu-item-60037" class="nomob menu-item menu-item-type-custom menu-item-object-custom menu-item-60037"><a href="/podcast" title="Podcast">Podcast</a></li><li id="menu-item-644" class="nomob menu-item menu-item-type-custom menu-item-object-custom menu-item-644"><a href="https://opendatascience.com/newsletter/" title="Newsletter">Newsletter</a></li><li id="menu-item-632" class="nomob menu-item menu-item-type-post_type menu-item-object-page menu-item-632"><a href="https://odsc.com/about-open-data-science-conference/" title="About">About</a></li><li class="menu-item menu-item-gtranslate menu-item-has-children notranslate"><a href="#" data-gt-lang="en" class="gt-current-wrapper notranslate"><img src="https://odsc.com/wp-content/plugins/gtranslate/flags/svg/en.svg" width="16" height="16" alt="en" loading="lazy"></a><ul class="dropdown-menu sub-menu"><li class="menu-item menu-item-gtranslate-child"><a href="#" data-gt-lang="en" class="gt-current-lang notranslate"><img src="https://odsc.com/wp-content/plugins/gtranslate/flags/svg/en.svg" width="16" height="16" alt="en" loading="lazy"></a></li><li class="menu-item menu-item-gtranslate-child"><a href="#" data-gt-lang="fr" class="notranslate"><img src="https://odsc.com/wp-content/plugins/gtranslate/flags/svg/fr.svg" width="16" height="16" alt="fr" loading="lazy"></a></li><li class="menu-item menu-item-gtranslate-child"><a href="#" data-gt-lang="de" class="notranslate"><img src="https://odsc.com/wp-content/plugins/gtranslate/flags/svg/de.svg" width="16" height="16" alt="de" loading="lazy"></a></li><li class="menu-item menu-item-gtranslate-child"><a href="#" data-gt-lang="pt" class="notranslate"><img src="https://odsc.com/wp-content/plugins/gtranslate/flags/svg/pt-br.svg" width="16" height="16" alt="pt" loading="lazy"></a></li><li class="menu-item menu-item-gtranslate-child"><a href="#" data-gt-lang="es" class="notranslate"><img src="https://odsc.com/wp-content/plugins/gtranslate/flags/svg/es.svg" width="16" height="16" alt="es" loading="lazy"></a></li></ul></li></ul></div></div></div></div><div id="header-inner-wrap" class=" style6" ><div id="header-wrap" class=" clearfix" data-default-height="66" data-sticky-height="66"><div class="logo"> <a href="https://odsc.com"><img class="transparent-logo dark-scheme-logo" src="https://odsc.com/wp-content/uploads/2019/04/NewLogo3.png" alt="Open Data Science Conference" /><img class="transparent-logo light-scheme-logo" src="https://odsc.com/wp-content/uploads/2019/04/NewLogo3.png" alt="Open Data Science Conference" /><img class="normal-logo" src="https://odsc.com/wp-content/uploads/2019/04/NewLogo3.png" alt="Open Data Science Conference" /><img class="sticky-logo" src="https://odsc.com/wp-content/uploads/2019/04/NewLogo3.png" alt="Open Data Science Conference" /></a></div><div id="header-controls-right"><div class="mobile-nav-controller-wrap"><div class="menu-controls mobile-nav-controller" title="Mobile Menu Controller"> <span class="be-mobile-menu-icon "> <span class="hamburger-line-1"></span> <span class="hamburger-line-2"></span> <span class="hamburger-line-3"></span> </span></div></div></div><nav id="navigation-left-side" class="clearfix"><div class="menu"><ul id="left-menu" class="clearfix be-nav-link-effect-1"><li id="menu-item-582" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-582"><a href="/boston/conference-tracks/" title="TRACKS">TRACKS</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li id="menu-item-44267" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-44267"><a href="https://odsc.com/boston/training/" title="Hands-on Training">Hands-on Training</a></li><li id="menu-item-45311" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-45311"><a href="/Boston/bootcamp/" title="AI Bootcamp">AI Bootcamp</a></li><li id="menu-item-102504" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102504"><a href="/boston/machine-learning/" title="Machine Learning">Machine Learning</a></li><li id="menu-item-102456" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102456"><a href="/boston/conference-tracks/" title="Generative AI">Generative AI</a></li><li id="menu-item-102502" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102502"><a href="/boston/conference-tracks/" title="Deep Learning">Deep Learning</a></li><li id="menu-item-87413" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-87413"><a href="/boston/conference-tracks/" title="LLMOps & MLOps">LLMOps & MLOps</a></li><li id="menu-item-121655" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-121655"><a href="/boston/conference-tracks/" title="What's Next in AI">What’s Next in AI</a></li><li id="menu-item-75117" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-75117"><a href="/boston/conference-tracks/" title="AI for Biotech, Pharma & Life Sciences">AI for Biotech, Pharma & Life Sciences</a></li><li id="menu-item-75115" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-75115"><a href="/boston/conference-tracks/" title="Large Language Models">Large Language Models</a></li><li id="menu-item-121652" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-121652"><a href="/boston/conference-tracks/" title="AI Agents">AI Agents</a></li><li id="menu-item-59541" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-59541"><a href="/boston/conference-tracks/" title="Data Engineering">Data Engineering</a></li><li id="menu-item-121654" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-121654"><a href="/boston/conference-tracks/" title="Data Visualisation & Analysis">Data Visualisation & Analysis</a></li><li id="menu-item-121653" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-121653"><a href="/boston/conference-tracks/" title="AI Engineering">AI Engineering</a></li></ul></li><li id="menu-item-58317" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-58317"><a href="/boston/bootcamp" title="AI Bootcamp">AI Bootcamp</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li id="menu-item-58320" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58320"><a href="/boston/bootcamp/#register" title="Register">Register</a></li><li id="menu-item-58318" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58318"><a href="/boston/bootcamp/#program" title="Program Overview">Program Overview</a></li><li id="menu-item-58319" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58319"><a href="/boston/bootcamp/#instructors" title="Specialization Tracks">Specialization Tracks</a></li><li id="menu-item-58799" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58799"><a href="/boston/team" title="Bring Your Team">Bring Your Team</a></li></ul></li><li id="menu-item-16258" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-16258"><a href="https://odsc.com/boston/why-attend/" title="Attend">Attend</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li id="menu-item-104133" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-104133"><a href="/boston/training/" title="Training">Training</a></li><li id="menu-item-122082" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-122082"><a href="/boston/virtual" title="Virtual Conference">Virtual Conference</a></li><li id="menu-item-17213" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-17213"><a href="/boston/why-attend" title="Why Attend">Why Attend</a></li><li id="menu-item-102702" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102702"><a href="/boston/convince-manager/" title="Convince Your Manager">Convince Your Manager</a></li><li id="menu-item-58798" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58798"><a href="/boston/team" title="Bring Your Team">Bring Your Team</a></li><li id="menu-item-17210" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-17210"><a href="/boston/why-attend#attendeeguide" title="Download Attendee Guide">Download Attendee Guide</a></li><li id="menu-item-19368" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-19368"><a href="/boston/why-attend#whoattends" title="See Who Attends East">See Who Attends East</a></li></ul></li><li id="menu-item-28157" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-28157"><a href="/boston/schedule-overview/" title="Schedule">Schedule</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li id="menu-item-102270" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102270"><a href="/boston/schedule-overview/" title="Schedule Overview">Schedule Overview</a></li><li id="menu-item-44268" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-44268"><a href="https://odsc.com/boston/training/" title="East 2025 Training Track">East 2025 Training Track</a></li><li id="menu-item-102670" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102670"><a href="/boston/events/" title="Networking +">Networking +</a></li></ul></li><li id="menu-item-102271" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-102271"><a href="/boston#register" title="Register">Register</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li id="menu-item-102272" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102272"><a href="/boston#register" title="Conference Tickets">Conference Tickets</a></li><li id="menu-item-102273" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102273"><a href="/boston/bootcamp" title="Mini-Bootcamp Tickets">Mini-Bootcamp Tickets</a></li><li id="menu-item-102274" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102274"><a href="/boston/team/" title="Bring Your Team">Bring Your Team</a></li><li id="menu-item-102276" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102276"><a href="/code-of-conduct/" title="Code of Conduct">Code of Conduct</a></li></ul></li></ul></div></nav><nav id="navigation-right-side" class="clearfix"><div class="menu"><ul id="right-menu" class="clearfix be-nav-link-effect-1"><li id="menu-item-102801" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-102801"><a href="/boston/speakers/" title="Speakers">Speakers</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li id="menu-item-72419" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-72419"><a href="/boston/speakers/" title="Previous Speakers">Previous Speakers</a></li><li id="menu-item-42501" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-42501"><a href="/boston/call-for-speakers/" title="Call for Speakers">Call for Speakers</a></li></ul></li><li id="menu-item-81986" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-81986"><a href="/boston/partner-odsc-east/" title="Partners">Partners</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li id="menu-item-81987" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-81987"><a href="/boston/partner-odsc-east/#contact" title="Partner with ODSC">Partner with ODSC</a></li><li id="menu-item-102269" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102269"><a href="/boston/expo" title="AI Expo Hall">AI Expo Hall</a></li><li id="menu-item-122143" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-122143"><a href="/boston" title="Media and Community Partnership">Media and Community Partnership</a></li></ul></li><li id="menu-item-109906" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-109906"><a href="/boston/aix-east/" title="Ai X">Ai X</a></li><li id="menu-item-102053" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102053"><a href="/boston/expo" title="Expo">Expo</a></li><li id="menu-item-33332" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-33332"><a href="https://odsc.com/boston/faq/" title="Info">Info</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li id="menu-item-119495" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-119495"><a href="/boston#venue" title="Venue & Hotel Rooms">Venue & Hotel Rooms</a></li><li id="menu-item-122412" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-122412"><a href="/boston/volunteer/" title="Volunteer Application">Volunteer Application</a></li><li id="menu-item-27852" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-27852"><a href="/boston/faq" title="Faqs">Faqs</a></li></ul></li></ul></div></nav></div><div class='header-mobile-navigation clearfix'><div class="mobile-menu left-mobile-menu"><ul id="mobile-menu" class="clearfix"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-582"><a href="/boston/conference-tracks/" title="TRACKS">TRACKS</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li class="menu-item menu-item-type-post_type menu-item-object-page menu-item-44267"><a href="https://odsc.com/boston/training/" title="Hands-on Training">Hands-on Training</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-45311"><a href="/Boston/bootcamp/" title="AI Bootcamp">AI Bootcamp</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102504"><a href="/boston/machine-learning/" title="Machine Learning">Machine Learning</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102456"><a href="/boston/conference-tracks/" title="Generative AI">Generative AI</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102502"><a href="/boston/conference-tracks/" title="Deep Learning">Deep Learning</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-87413"><a href="/boston/conference-tracks/" title="LLMOps & MLOps">LLMOps & MLOps</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-121655"><a href="/boston/conference-tracks/" title="What's Next in AI">What’s Next in AI</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-75117"><a href="/boston/conference-tracks/" title="AI for Biotech, Pharma & Life Sciences">AI for Biotech, Pharma & Life Sciences</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-75115"><a href="/boston/conference-tracks/" title="Large Language Models">Large Language Models</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-121652"><a href="/boston/conference-tracks/" title="AI Agents">AI Agents</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-59541"><a href="/boston/conference-tracks/" title="Data Engineering">Data Engineering</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-121654"><a href="/boston/conference-tracks/" title="Data Visualisation & Analysis">Data Visualisation & Analysis</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-121653"><a href="/boston/conference-tracks/" title="AI Engineering">AI Engineering</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-58317"><a href="/boston/bootcamp" title="AI Bootcamp">AI Bootcamp</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58320"><a href="/boston/bootcamp/#register" title="Register">Register</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58318"><a href="/boston/bootcamp/#program" title="Program Overview">Program Overview</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58319"><a href="/boston/bootcamp/#instructors" title="Specialization Tracks">Specialization Tracks</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58799"><a href="/boston/team" title="Bring Your Team">Bring Your Team</a></li></ul></li><li class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-16258"><a href="https://odsc.com/boston/why-attend/" title="Attend">Attend</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-104133"><a href="/boston/training/" title="Training">Training</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-122082"><a href="/boston/virtual" title="Virtual Conference">Virtual Conference</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-17213"><a href="/boston/why-attend" title="Why Attend">Why Attend</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102702"><a href="/boston/convince-manager/" title="Convince Your Manager">Convince Your Manager</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58798"><a href="/boston/team" title="Bring Your Team">Bring Your Team</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-17210"><a href="/boston/why-attend#attendeeguide" title="Download Attendee Guide">Download Attendee Guide</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-19368"><a href="/boston/why-attend#whoattends" title="See Who Attends East">See Who Attends East</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-28157"><a href="/boston/schedule-overview/" title="Schedule">Schedule</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102270"><a href="/boston/schedule-overview/" title="Schedule Overview">Schedule Overview</a></li><li class="menu-item menu-item-type-post_type menu-item-object-page menu-item-44268"><a href="https://odsc.com/boston/training/" title="East 2025 Training Track">East 2025 Training Track</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102670"><a href="/boston/events/" title="Networking +">Networking +</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-102271"><a href="/boston#register" title="Register">Register</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102272"><a href="/boston#register" title="Conference Tickets">Conference Tickets</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102273"><a href="/boston/bootcamp" title="Mini-Bootcamp Tickets">Mini-Bootcamp Tickets</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102274"><a href="/boston/team/" title="Bring Your Team">Bring Your Team</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102276"><a href="/code-of-conduct/" title="Code of Conduct">Code of Conduct</a></li></ul></li></ul></div><div class="mobile-menu right-mobile-menu"><ul id="mobile-menu" class="clearfix"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-102801"><a href="/boston/speakers/" title="Speakers">Speakers</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-72419"><a href="/boston/speakers/" title="Previous Speakers">Previous Speakers</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-42501"><a href="/boston/call-for-speakers/" title="Call for Speakers">Call for Speakers</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children menu-item-81986"><a href="/boston/partner-odsc-east/" title="Partners">Partners</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-81987"><a href="/boston/partner-odsc-east/#contact" title="Partner with ODSC">Partner with ODSC</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102269"><a href="/boston/expo" title="AI Expo Hall">AI Expo Hall</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-122143"><a href="/boston" title="Media and Community Partnership">Media and Community Partnership</a></li></ul></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-109906"><a href="/boston/aix-east/" title="Ai X">Ai X</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-102053"><a href="/boston/expo" title="Expo">Expo</a></li><li class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-33332"><a href="https://odsc.com/boston/faq/" title="Info">Info</a> <span class="mobile-sub-menu-controller"><i class="icon-icon_plus"></i></span><ul class="sub-menu clearfix"><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-119495"><a href="/boston#venue" title="Venue & Hotel Rooms">Venue & Hotel Rooms</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-122412"><a href="/boston/volunteer/" title="Volunteer Application">Volunteer Application</a></li><li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-27852"><a href="/boston/faq" title="Faqs">Faqs</a></li></ul></li></ul></div></div></div></header> <section id="blog-content" class="no-sidebar-page"><div class="clearfix"></div> </section><section id="content" class="right-sidebar-page"><div id="content-wrap" class="be-wrap clearfix"><section id="page-content" class="content-single-sidebar"><div class="portfolio-all-wrap"><div class="" data-col="two" data-gutter-width="40" data-showposts="5" data-paged="2" data-action="get_blog" style="margin-left: 0px;" ><div class="clearfix style1-blog"><article id="post-104259" class="element not-wide blog-post clearfix post-104259 post type-post status-publish format-standard has-post-thumbnail hentry category-nlp"><div class="element-inner" style=""><div class="post-content-wrap"><header class="post-header clearfix"><div class="post-thumb"><div class=""> <a href="https://odsc.com/blog/the-top-large-language-models-going-into-2024/" class=" thumb-wrap"><img width="639" height="300" src="https://odsc.com/wp-content/uploads/2024/01/shutterstock_2354631481-639x300-1.jpg" class="attachment-blog-image size-blog-image wp-post-image" alt="" decoding="async" fetchpriority="high" srcset="https://odsc.com/wp-content/uploads/2024/01/shutterstock_2354631481-639x300-1.jpg 639w, https://odsc.com/wp-content/uploads/2024/01/shutterstock_2354631481-639x300-1-300x141.jpg 300w, https://odsc.com/wp-content/uploads/2024/01/shutterstock_2354631481-639x300-1-107x50.jpg 107w, https://odsc.com/wp-content/uploads/2024/01/shutterstock_2354631481-639x300-1-50x23.jpg 50w, https://odsc.com/wp-content/uploads/2024/01/shutterstock_2354631481-639x300-1-100x47.jpg 100w" sizes="(max-width: 639px) 100vw, 639px" /><div class="thumb-overlay"><div class="thumb-bg"><div class="thumb-title fadeIn animated"> <i class="portfolio-ovelay-icon"></i></div></div></div> </a></div></div></header><div class="article-details"><div class="clearfix post-title-section-wrap"><div class="left post-date-wrap"><div>Jan</div><div>22</div></div><div class="left post-title-section"><h2 class="post-title"> <a href="https://odsc.com/blog/the-top-large-language-models-going-into-2024/"> The Top Large Language Models Going Into 2024 </a></h2><nav class="post-nav meta-font secondary_text"><ul class="clearfix"><li class="post-meta post-author">Posted By : ODSC Team<span class="post-meta-sep">/</span></li><li class="post-meta post-comments"> <a href="https://odsc.com/blog/the-top-large-language-models-going-into-2024/#respond">0 comments</a> <span class="post-meta-sep">/</span></li><li class="post-meta post-category">Under :<a href="https://odsc.com/blog/category/nlp/" style= "color: ;" data-background-color = "" title="View all posts in NLP"> NLP</a></li></ul></nav></div></div><div class="post-details clearfix"><div class="post-content clearfix"><div class="tatsu-SkWZLuP3tp tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"90px 0px 0px 0px"}' data-padding-top='90px'><div class="tatsu-row-wrap tatsu-wrap tatsu-row-one-col tatsu-row-has-one-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-H1xWLuPhFT" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-BJbLuP3KT" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><div class="tatsu-module tatsu-text-block-wrap tatsu-BJ2U_PntT "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-BJ2U_PntT.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style><p><a href="https://opendatascience.com/category/modeling/generative-ai/">Large Language Models</a>, or LLMS for short, have taken the world by storm in 2023. With the release of OpenAI’s ChatGPT, workers and students flocked to this AI which opened the eyes of many companies both within tech and outside of tech to the power of LLMs. These models have been used for everything from generated text and helping coders find errors in codes, to answering questions and even creating works of art.</p><p>In this blog, we’re going to explore the top LLMs of 2023 and maybe find out why they’re popular.</p><p><b>Top Large Language Models of 2023</b></p><p><a href="https://ai.meta.com/llama/"><b>LLaMa</b></a><b>:</b> LLaMa (Language Model for Academic Applications) is a large language model from Google AI. It’s designed specifically for natural language processing tasks in the academic domain, such as summarization, question answering, and text classification.</p><p><a href="https://chat.openai.com/auth/login"><b>OpenAI’s GPT3.5 & 4</b></a><b>:</b> These models kickstarted public interest in large language models due to their user-friendly applications and ability to generate desired content. Over the last year, the GPT model has gotten even bigger, and more powerful and creative users have taken advantage of its robust dataset to make incredible things. As you may know, the GPT models can be used for a wide variety of tasks, including text generation, code generation, and question answering.</p><p><a href="https://blog.google/technology/ai/lamda/"><b>LaMDA:</b></a> LaMDA or Language Model for Dialogue Applications is a large language model from Google AI. It’s designed specifically for conversational tasks, such as chatting with users and answering their questions.</p><p><a href="https://ai.google/discover/palm2/"><b>PaLM 2</b></a><b>:</b> PaLM is a large language model that is also from Google AI. It’s a massive model with over 540 billion parameters, and it’s designed for a wide variety of reasoning tasks, including text generation, code generation, math, translation, multilingual proficiency, and question-answering.</p><div class="vc_row wpb_row vc_row-fluid dashed"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="aio-icon-component style_1"><div id="Info-box-wrap-2910" class="aio-icon-box default-icon"><div class="aio-icon-header"><h3 class="aio-icon-title ult-responsive" style="text-align: center;" data-ultimate-target="#Info-box-wrap-2910 .aio-icon-title" data-responsive-json-new="{"font-size":"desktop:28px;","line-height":"desktop:38px;"}">EVENT – ODSC East 2024</h3></div><div class="aio-icon-description ult-responsive" style="text-align: center;" data-ultimate-target="#Info-box-wrap-2910 .aio-icon-description" data-responsive-json-new="{"font-size":"","line-height":""}"><h4>In-Person and Virtual Conference</h4><p><strong>April 23rd to 25th, 2024</strong></p><p>Join us for a deep dive into the latest data science and AI trends, tools, and techniques, from <b data-stringify-type="bold">LLMs to data analytics and from machine learning to responsible AI.</b></p></div></div></div><div class=" ubtn-ctn-center " style="text-align: center;"><a class="ubtn-link ult-adjust-bottom-margin ubtn-center ubtn-normal " href="https://odsc.com/boston/?__hstc=39712252.e5f1e7f84a3336c7d408388648d039e0.1690232954495.1705943134208.1705953896950.374&__hssc=39712252.36.1705953896950&__hsfp=1135167407"><button id="ubtn-2855" class="ubtn ult-adjust-bottom-margin ult-responsive ubtn-normal ubtn-no-hover-bg none ubtn-shd ubtn-center shd-bottom tooltip-65aee82cabe0b" type="button" data-hover="" data-border-color="" data-bg="#242c66" data-hover-bg="" data-border-hover="" data-shadow-hover="0 5px ;" data-shadow-click="none" data-shadow="0 5px ;" data-shd-shadow="5" data-ultimate-target="#ubtn-2855" data-responsive-json-new="{"font-size":"","line-height":""}"><span class="ubtn-data ubtn-text ">REGISTER NOW</span></button></a></div><div class="vc_empty_space"></div></div></div></div></div><p><a href="https://www.alibabagroup.com/en-US/document-1582482069362049024"><b>Tongyi Qianwen</b></a><b>:</b> Tongyi Qianwen is the Chinse answer to ChatGPT from OpenAI. It is a large language model developed by Alibaba Cloud. Designed specifically for the Chinese language, it’s said to be easy to use and able to work in a similar manner to the GPT model. Currently, it’s one of the most powerful Chinese LLMs available.</p><p><a href="https://huggingface.co/lmsys/vicuna-33b-v1.3"><b>Vicuna 33B</b></a><b>:</b> Vicuna 33B is a large language model from Meta AI. It’s a massive model with over 33 billion parameters. Vicuna is a chat assistant that was trained by fine-turning the Llama model on shared user conversations collected by SHareGPT. It’s designed for a wide variety of tasks, including text generation, code generation, and question-answering.</p><p><a href="https://claude.ai/"><b>Claude</b></a><b>:</b> Claude is a large language model from Anthropic who partnered with companies such as Quora, DuckDuckGO, and Notion to create an AI assistant that can be helpful, harmless, and honest. It’s designed specifically for creative tasks, such as writing poetry, code, and musical compositions.</p><p><a href="https://bard.google.com/"><b>Bard</b></a><b>:</b> Bard is Google’s answer to OpenAI’s ChatGPT. It’s designed specifically for generating text, and other content generation tasks, it has a simple user interface that allows for easy prompting. Currently, Bard is being supercharged with Google’s latest model, <a href="https://ai.google.dev/">Gemini</a>, and is promising to outperform ChatGPT on similar tasks.</p><p><a href="https://falconllm.tii.ae/"><b>Falcon:</b></a> Falcon is specifically designed for summarization tasks, and it’s one of the best summarization models available. It can generate summaries that are accurate, concise, and informative. Falcon is also able to generate summaries in a variety of styles, including news, academic, and creative.</p><p><a href="https://openai.com/blog/openai-codex"><b>Codex</b></a><b>:</b> Codex is a large language model from OpenAI that is designed specifically for code generation tasks. Currently, this model is what is powering GitHub’s Copilot. It’s proficient in more than a dozen programming languages and is hoping to help reduce the burden of simple and cumbersome tasks for developers so they can focus more on planning and research.</p><p><a href="https://www.alpacaml.com/"><b>Alpaca:</b></a> Alpaca is a large language model that is made for artists. According to the team, this model can provide a personalized AI toolkit designed to help artists iterate faster and assist them in producing more work. Some of the tools included controlled image generation, workflow toolkits, and more.</p><p><a href="https://blog.research.google/2018/11/open-sourcing-bert-state-of-art-pre.html"><b>Bert:</b></a> Bert is a large language model from Google AI. It’s designed specifically for natural language understanding tasks, such as text classification and question answering in a manner that can understand the contextual elements of human language. That’s because it is designed specifically for natural language understanding tasks, such as text classification and question answering.</p><p>2023 has been an amazing year for LLMs, research, and deployment of these models. Companies are quickly seeing the value of this technology and as domain-specific models come online, it’s likely that LLMs will only grow in importance in the coming years.</p><p>Now if you want to stay ahead of the game when it comes to LLMs, then you don’t want to miss <a href="https://odsc.com/boston/?__hstc=39712252.e5f1e7f84a3336c7d408388648d039e0.1690232954495.1705943134208.1705953896950.374&__hssc=39712252.36.1705953896950&__hsfp=1135167407">ODSC East 2024</a>. At East, you’ll not only engage with fellow data scientists and professionals but also learn from the leading researchers who are paving the way for large language models and AI.</p><p>Passes are limited and are currently 70% off, so you don’t want to miss your chance. Get yours today!</p></div></div></div></div><div class = "tatsu-column-bg-image-wrap"><div class = "tatsu-column-bg-image" ></div></div><div class="tatsu-overlay tatsu-column-overlay tatsu-animate-none" ></div></div><style>.tatsu-row > .tatsu-BJbLuP3KT.tatsu-column{width: 100%;}.tatsu-BJbLuP3KT.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-BJbLuP3KT > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-BJbLuP3KT > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-BJbLuP3KT > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-BJbLuP3KT > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-BJbLuP3KT.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-BJbLuP3KT.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-BJbLuP3KT.tatsu-column{width: 100%;}}</style></div></div></div></div><div class="tatsu-section-background-wrap"><div class = "tatsu-section-background" ></div></div><div class="tatsu-overlay tatsu-section-overlay"></div><style>.tatsu-SkWZLuP3tp .tatsu-section-pad{padding: 90px 0px 0px 0px;}.tatsu-SkWZLuP3tp .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-SkWZLuP3tp > .tatsu-bottom-divider{z-index: 9999;}.tatsu-SkWZLuP3tp > .tatsu-top-divider{z-index: 9999;}.tatsu-SkWZLuP3tp .tatsu-section-overlay{mix-blend-mode: normal;}</style></div></div></div></div><div class="clearfix"></div></div></div><div class="blog-separator clearfix"><hr class="separator" /></div></article><article id="post-104241" class="element not-wide blog-post clearfix post-104241 post type-post status-publish format-standard has-post-thumbnail hentry category-nlp"><div class="element-inner" style=""><div class="post-content-wrap"><header class="post-header clearfix"><div class="post-thumb"><div class=""> <a href="https://odsc.com/blog/7-large-language-model-frameworks-to-improve-productivity/" class=" thumb-wrap"><img width="640" height="298" src="https://odsc.com/wp-content/uploads/2024/01/shutterstock_2380464089.jpg" class="attachment-blog-image size-blog-image wp-post-image" alt="" decoding="async" srcset="https://odsc.com/wp-content/uploads/2024/01/shutterstock_2380464089.jpg 640w, https://odsc.com/wp-content/uploads/2024/01/shutterstock_2380464089-300x140.jpg 300w, https://odsc.com/wp-content/uploads/2024/01/shutterstock_2380464089-107x50.jpg 107w, https://odsc.com/wp-content/uploads/2024/01/shutterstock_2380464089-50x23.jpg 50w, https://odsc.com/wp-content/uploads/2024/01/shutterstock_2380464089-100x47.jpg 100w" sizes="(max-width: 640px) 100vw, 640px" /><div class="thumb-overlay"><div class="thumb-bg"><div class="thumb-title fadeIn animated"> <i class="portfolio-ovelay-icon"></i></div></div></div> </a></div></div></header><div class="article-details"><div class="clearfix post-title-section-wrap"><div class="left post-date-wrap"><div>Jan</div><div>22</div></div><div class="left post-title-section"><h2 class="post-title"> <a href="https://odsc.com/blog/7-large-language-model-frameworks-to-improve-productivity/"> 7 Large Language Model Frameworks to Improve Productivity </a></h2><nav class="post-nav meta-font secondary_text"><ul class="clearfix"><li class="post-meta post-author">Posted By : ODSC Team<span class="post-meta-sep">/</span></li><li class="post-meta post-comments"> <a href="https://odsc.com/blog/7-large-language-model-frameworks-to-improve-productivity/#respond">0 comments</a> <span class="post-meta-sep">/</span></li><li class="post-meta post-category">Under :<a href="https://odsc.com/blog/category/nlp/" style= "color: ;" data-background-color = "" title="View all posts in NLP"> NLP</a></li></ul></nav></div></div><div class="post-details clearfix"><div class="post-content clearfix"><div class="tatsu-H1-3V4P3tT tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"0px 0px 90px 0px"}' data-padding-top='0px'><div class="tatsu-row-wrap tatsu-wrap tatsu-row-one-col tatsu-row-has-one-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-HJxn4VDnYa" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-S1nVVvnKT" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><div class="tatsu-module tatsu-text-block-wrap tatsu-rk7rVDntT "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-rk7rVDntT.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style><p><a href="https://opendatascience.com/the-top-large-language-models-going-into-2024/">LLMs are all the rage right now</a>, and very quickly both tech-wise and non-tech-wise leaders are coming around to their value and how these amazing models could benefit their companies. The fact is that these AI powerhouses can generate text, translate languages, write different kinds of creative content, and even answer your questions in an informative way.</p><p>And when you fine-tune them to your specific domain, their value only jumps by leaps and bounds. But, now that you have the makings of an LLM or even a model, how will your team turn your model into an AI beast that can enhance your company’s productivity?</p><p>There are now many groups who are ready to fill in the gap and help companies unlock the potential of their LLMs. Right now, a vibrant ecosystem of platforms and tools has sprung up, each geared towards helping you interact with your LLM and unlock its full capacity. Let’s explore some of the top contenders.</p><p><a href="https://www.llamaindex.a/"><b>Llama Index</b></a></p><p>Think of Llama Index as your LLM’s personal librarian. This LLM framework lets you curate and organize your own data sources, like documents, databases, and APIs, making them readily accessible to your LLM. This means is that you can ask your LLM questions about your specific data, not just the generic internet firehose. What makes this platform popular is that it excels at integrating seamlessly with popular LLMs like ChatGPT and Bard and boasts a user-friendly interface.</p><p><a href="https://www.langchain.com/"><b>LangChain</b></a></p><p>Now, if you’re into building multi-step, conversational experiences powered by LLMs, then LangChain is your friend. LangChain allows you to construct branching dialogues, integrate external APIs, and even personalize experiences based on user interactions. In short, think of this LLM framework as a normal chatbot but on steroids. If used correctly, it could be perfect for customer service, education, or interactive storytelling.</p><div class="vc_row wpb_row vc_row-fluid dashed"><div class="wpb_column vc_column_container vc_col-sm-12"><div class="vc_column-inner"><div class="wpb_wrapper"><div class="aio-icon-component style_1"><div id="Info-box-wrap-1411" class="aio-icon-box default-icon"><div class="aio-icon-header"><h3 class="aio-icon-title ult-responsive" style="text-align: center;" data-ultimate-target="#Info-box-wrap-1411 .aio-icon-title" data-responsive-json-new="{"font-size":"desktop:28px;","line-height":"desktop:38px;"}">EVENT – ODSC East 2024</h3></div><div class="aio-icon-description ult-responsive" style="text-align: center;" data-ultimate-target="#Info-box-wrap-1411 .aio-icon-description" data-responsive-json-new="{"font-size":"","line-height":""}"><h4>In-Person and Virtual Conference</h4><p><strong>April 23rd to 25th, 2024</strong></p><p>Join us for a deep dive into the latest data science and AI trends, tools, and techniques, from <b data-stringify-type="bold">LLMs to data analytics and from machine learning to responsible AI.</b></p></div></div></div><div class=" ubtn-ctn-center " style="text-align: center;"><a class="ubtn-link ult-adjust-bottom-margin ubtn-center ubtn-normal " href="https://odsc.com/boston/?__hstc=39712252.e5f1e7f84a3336c7d408388648d039e0.1690232954495.1705943134208.1705953896950.374&__hssc=39712252.32.1705953896950&__hsfp=1135167407"><button id="ubtn-7232" class="ubtn ult-adjust-bottom-margin ult-responsive ubtn-normal ubtn-no-hover-bg none ubtn-shd ubtn-center shd-bottom tooltip-65aee4209f272" type="button" data-hover="" data-border-color="" data-bg="#242c66" data-hover-bg="" data-border-hover="" data-shadow-hover="0 5px ;" data-shadow-click="none" data-shadow="0 5px ;" data-shd-shadow="5" data-ultimate-target="#ubtn-7232" data-responsive-json-new="{"font-size":"","line-height":""}"><span class="ubtn-data ubtn-text ">REGISTER NOW</span></button></a></div><div class="vc_empty_space" style="text-align: center;"></div></div></div></div></div><p><a href="https://autogpt.net/"><b>Autogpt</b></a><b> </b></p><p>Sometimes, you want to be a bit more creative in how you work with your LLM. Yet, unless you have a large sum of capital, you can’t build the infrastructure required to do it yourself. But there’s an answer – Autogpt. This LLM framework pairs your LLM with a collaborative editing interface, letting you brainstorm ideas, fine-tune text, and iterate on creative projects together. Whether writing a poem, brainstorming a marketing campaign, or crafting a novel, Autogpt can spark your imagination and push your LLM to its creative limits.</p><p><a href="https://www.langdock.com/"><b>Langdock</b></a></p><p>Tried building chain prompts or long-form prompts but you can’t get the results that you want? Instead, you’d love to be able to use a simple, streamlined way to interact with your LLM through plain text prompts. Langdock has you covered. This straightforward LLM framework offers a clean interface for sending prompts and receiving excellent responses from your model. It’s perfect for quick questions, code generation, or basic text manipulation. This way you can get your model working quickly and effectively.</p><p><a href="https://huggingface.co/docs/transformers/main/main_classes/agent"><b>Hugging Face agents </b></a></p><p>Hugging Face, a hub for all things NLP also offers its own agent LLM framework for building interactive LLM experiences. The platform provides a powerful yet flexible toolkit for constructing custom agents with features like dialogue history, state management, and policy control so you can bring out the best in your model. This is ideal for developers and researchers wanting to craft bespoke LLM interactions.</p><p><a href="https://github.com/guidance-ai/guidance"><b>Microsoft Guidance</b></a></p><p>Looking for an enterprise-grade solution for deploying and managing your LLM? Microsoft Guidance steps in. This LLM framework offers secure infrastructure, model governance tools, and built-in analytics to help you get the most out of your LLM investments in a controlled and responsible manner.</p><p><a href="https://github.com/h2oai/h2ogpt"><b>H2Ogpt</b></a></p><p>If you’re a data scientist or data enthusiast who wants to take the lead with your own model, H2Ogpt is worth a peek. This open-source LLM framework integrates LLMs with H2O, a popular data science platform. This means you can use your LLM to analyze data, generate reports, and even explain complex models in human-friendly language. Perfect for bridging the gap between data and insights without losing the power of your LLM.</p><h3>Conclusion</h3><p>Keep in mind that LLMs are still quite new and the ecosystem that users and companies will be able to choose from is quite young. As time goes on, even more platforms or upgrades to existing products will come. But if you want to keep up on the latest in large language models, and not be left in the dust, then you don’t want to miss the <a href="https://odsc.com/boston/nlp/?__hstc=39712252.e5f1e7f84a3336c7d408388648d039e0.1690232954495.1705943134208.1705953896950.374&__hssc=39712252.32.1705953896950&__hsfp=1135167407">NLP & LLM track</a> as part of <a href="https://odsc.com/boston/?__hstc=39712252.e5f1e7f84a3336c7d408388648d039e0.1690232954495.1705943134208.1705953896950.374&__hssc=39712252.32.1705953896950&__hsfp=1135167407">ODSC East</a> this April.</p><p>Connect with some of the most innovative people and ideas in the world of data science, while learning first-hand from core practitioners and contributors. Learn about the latest advancements and trends in NLP & LLMs, including pre-trained models, with use cases focusing on deep learning, training and finetuning, speech-to-text, and semantic search.</p><p>Confirmed sessions include, with many more to come:</p><ul><li aria-level="1">NLP with GPT-4 and other LLMs: From Training to Deployment with Hugging Face and PyTorch Lightning</li><li aria-level="1">Enabling Complex Reasoning and Action with ReAct, LLMs, and LangChain</li><li aria-level="1">Ben Needs a Friend – An intro to building Large Language Model applications</li><li aria-level="1">Data Synthesis, Augmentation, and NLP Insights with LLMs</li><li aria-level="1">Building Using Llama 2</li><li aria-level="1">Quick Start Guide to Large Language Models</li><li aria-level="1">LLM Best Practises: Training, Fine-Tuning and Cutting Edge Tricks from Research</li><li aria-level="1">LLMs Meet Google Cloud: A New Frontier in Big Data Analytics</li><li aria-level="1">Operationalizing Local LLMs Responsibly for MLOps</li><li aria-level="1">LangChain on Kubernetes: Cloud-Native LLM Deployment Made Easy & Efficient</li><li aria-level="1">Tracing In LLM Applications</li></ul></div></div></div></div><div class = "tatsu-column-bg-image-wrap"><div class = "tatsu-column-bg-image" ></div></div><div class="tatsu-overlay tatsu-column-overlay tatsu-animate-none" ></div></div><style>.tatsu-row > .tatsu-S1nVVvnKT.tatsu-column{width: 100%;}.tatsu-S1nVVvnKT.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-S1nVVvnKT > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-S1nVVvnKT > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-S1nVVvnKT > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-S1nVVvnKT > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-S1nVVvnKT.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-S1nVVvnKT.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-S1nVVvnKT.tatsu-column{width: 100%;}}</style></div></div></div></div><div class="tatsu-section-background-wrap"><div class = "tatsu-section-background" ></div></div><div class="tatsu-overlay tatsu-section-overlay"></div><style>.tatsu-H1-3V4P3tT .tatsu-section-pad{padding: 0px 0px 90px 0px;}.tatsu-H1-3V4P3tT .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-H1-3V4P3tT > .tatsu-bottom-divider{z-index: 9999;}.tatsu-H1-3V4P3tT > .tatsu-top-divider{z-index: 9999;}.tatsu-H1-3V4P3tT .tatsu-section-overlay{mix-blend-mode: normal;}</style></div></div></div></div><div class="clearfix"></div></div></div><div class="blog-separator clearfix"><hr class="separator" /></div></article><article id="post-97577" class="element not-wide blog-post clearfix post-97577 post type-post status-publish format-standard has-post-thumbnail hentry category-nlp tag-apac-2023"><div class="element-inner" style=""><div class="post-content-wrap"><header class="post-header clearfix"><div class="post-thumb"><div class=""> <a href="https://odsc.com/blog/evolving-trends-in-prompt-engineering-for-large-language-models-llms-with-built-in-responsible-ai-practices/" class=" thumb-wrap"><img width="640" height="300" src="https://odsc.com/wp-content/uploads/2023/08/Blog-cover-640x300-1.png" class="attachment-blog-image size-blog-image wp-post-image" alt="" decoding="async" srcset="https://odsc.com/wp-content/uploads/2023/08/Blog-cover-640x300-1.png 640w, https://odsc.com/wp-content/uploads/2023/08/Blog-cover-640x300-1-300x141.png 300w, https://odsc.com/wp-content/uploads/2023/08/Blog-cover-640x300-1-107x50.png 107w, https://odsc.com/wp-content/uploads/2023/08/Blog-cover-640x300-1-50x23.png 50w, https://odsc.com/wp-content/uploads/2023/08/Blog-cover-640x300-1-100x47.png 100w" sizes="(max-width: 640px) 100vw, 640px" /><div class="thumb-overlay"><div class="thumb-bg"><div class="thumb-title fadeIn animated"> <i class="portfolio-ovelay-icon"></i></div></div></div> </a></div></div></header><div class="article-details"><div class="clearfix post-title-section-wrap"><div class="left post-date-wrap"><div>Aug</div><div>10</div></div><div class="left post-title-section"><h2 class="post-title"> <a href="https://odsc.com/blog/evolving-trends-in-prompt-engineering-for-large-language-models-llms-with-built-in-responsible-ai-practices/"> Evolving Trends in Prompt Engineering for Large Language Models (LLMs) with Built-in Responsible AI Practices </a></h2><nav class="post-nav meta-font secondary_text"><ul class="clearfix"><li class="post-meta post-author">Posted By : ODSC Team<span class="post-meta-sep">/</span></li><li class="post-meta post-comments"> <a href="https://odsc.com/blog/evolving-trends-in-prompt-engineering-for-large-language-models-llms-with-built-in-responsible-ai-practices/#respond">0 comments</a> <span class="post-meta-sep">/</span></li><li class="post-meta post-category">Under :<a href="https://odsc.com/blog/category/nlp/" style= "color: ;" data-background-color = "" title="View all posts in NLP"> NLP</a></li></ul></nav></div></div><div class="post-details clearfix"><div class="post-content clearfix"><div class="tatsu-rybepfnfn3 tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"6px 0px 90px 0px"}' data-padding-top='6px'><div class="tatsu-row-wrap tatsu-wrap tatsu-row-one-col tatsu-row-has-one-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-BJxlpGhzn2" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-HJlTMhM33" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><div class="tatsu-module tatsu-text-block-wrap tatsu-Hy06fnMn2 "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-Hy06fnMn2.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style><p><em>Editor’s note: Jayachandran Ramachandran and Rohit Sroch are speakers for ODSC APAC this August 22-23. Be sure to check out their talk, “<a href="https://odsc.com/speakers/evolving-trends-in-prompt-engineering-for-large-language-models-llms-with-built-in-responsible-ai-practices-2/?__hstc=39712252.e5f1e7f84a3336c7d408388648d039e0.1690232954495.1692017479975.1692027954582.49&__hssc=39712252.2.1692027954582&__hsfp=2180945085">Evolving Trends in Prompt Engineering for Large Language Models (LLMs) with Built-in Responsible AI Practices</a>,” there!</em></p><p>The advent of <a href="https://arxiv.org/pdf/1706.03762.pdf">Transformer Architecture</a> has indeed revolutionized the field of Natural Language Processing (NLP) by introducing a design that efficiently harnesses both data and computing power. Furthermore, the self-supervised pretraining of Transformer models on extensive corpora has demonstrated remarkable capabilities in tackling a wide array of NLP tasks. As researchers delved deeper into the impact of model scaling on enhancing capacity, they explored pushing the parameter scale to even greater sizes. Intriguingly, upon surpassing a certain threshold in parameter scale, these enlarged language models not only achieve significant performance improvements but also exhibit enhanced reasoning abilities. This led to the era of <a href="https://news.mit.edu/2023/large-language-models-in-context-learning-0207">In-context learning (ICL)</a>, enabling Large Language Models (LLMs) to showcase foundational capability. Rather than relying solely on task-specific fine-tuning, these models can now execute specific tasks with carefully engineered prompts.</p><p>The emergence of Large Language Models (LLMs) has inaugurated a new era in the realm of artificial intelligence, reshaping the possibilities for organizations across diverse sectors. LLMs such as <a href="https://openai.com/gpt-4">GPT-4</a>, <a href="https://ai.google/discover/palm2/">PaLM-2</a>, <a href="https://ai.meta.com/llama/">Llama-2</a>, and others are propelling the surge of Generative AI, ushering in novel applications that are reshaping both technological and business landscapes. From enhancing enterprise searches to powering conversational bots and content generation, LLMs are enabling unique capabilities that were once considered distant. However, this transformative shift does come with its share of challenges.</p><p>In this blog post, our objective is to illuminate the constantly evolving research around the LLMs space, while also addressing key ethical considerations and trying to provide practical guidance to AI practitioners and clients with examples of our internal use cases, facilitating the responsible development of LLM applications. In essence, we explore the transformative potential and the evolving landscape by delving into the following four critical dimensions:</p><p><a href="https://opendatascience.com/wp-content/uploads/2023/08/evo1.png"><img decoding="async" class="aligncenter size-full wp-image-43930 lazyload" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" data-src="https://opendatascience.com/wp-content/uploads/2023/08/evo1.png" sizes="(max-width: 1233px) 100vw, 1233px" data-srcset="https://opendatascience.com/wp-content/uploads/2023/08/evo1.png 1233w, https://opendatascience.com/wp-content/uploads/2023/08/evo1-300x127.png 300w, https://opendatascience.com/wp-content/uploads/2023/08/evo1-1024x434.png 1024w, https://opendatascience.com/wp-content/uploads/2023/08/evo1-768x325.png 768w, https://opendatascience.com/wp-content/uploads/2023/08/evo1-810x343.png 810w" alt="" width="1233" height="522" /><noscript><img decoding="async" class="aligncenter size-full wp-image-43930 lazyload" src="https://opendatascience.com/wp-content/uploads/2023/08/evo1.png" sizes="(max-width: 1233px) 100vw, 1233px" srcset="https://opendatascience.com/wp-content/uploads/2023/08/evo1.png 1233w, https://opendatascience.com/wp-content/uploads/2023/08/evo1-300x127.png 300w, https://opendatascience.com/wp-content/uploads/2023/08/evo1-1024x434.png 1024w, https://opendatascience.com/wp-content/uploads/2023/08/evo1-768x325.png 768w, https://opendatascience.com/wp-content/uploads/2023/08/evo1-810x343.png 810w" alt="" width="1233" height="522" /></noscript></a></p><p><em>Fig1: An illustration of the tech stack for four critical dimensions for adopting LLMs to various business use cases</em></p><p>1. Prompt Engineering: The goal is to steer the LLMs through refined prompts for effective instruction understanding and execution. At the core of efficient LLM utilization lies the art of prompt engineering which involves crafting prompts that guide LLMs effectively, paving the way for reliable responses. Various prompting techniques, such as Zero/Few Shot, Chain-of-Thought (CoT)/Self-Consistency, ReAct, etc. are harnessed to channel LLMs output.</p><p>2. Evaluating Prompt Completion: The goal is to establish effective evaluation criteria to gauge LLMs’ performance across tasks and domains. Measuring the performance of LLMs presents a complex challenge that demands thorough evaluation criteria to gauge LLM effectiveness. We showcase the following criteria for evaluation and mechanism for feedback to steer the LLMs towards optimal performance and continuous improvement.</p><ol><li>Auto Eval</li><li>Common Metric Eval</li><li>Human Eval</li><li>Custom Model Eval</li></ol><p>3. LLM Optimization & Deployment: The goal is to enhance LLM accessibility, employ PEFT methods for efficient, cost-effective fine tuning and deployment. Parameter Efficient Fine Tuning (PEFT) methods along with quantization based on <a href="https://arxiv.org/pdf/2305.14314.pdf">QLoRA</a> are making LLMs even more accessible & feasible for task-specific adaptation. These methods ensure that LLMs are not only finetuned effectively but also deployed with minimal computation needs and cost thereby aligning with the resource constraints of real-world applications.</p><p>4. Responsible AI: The goal is to emphasize and address ethical considerations in LLMs while fostering trust among users of AI applications. As LLMs become integral to AI applications, ethical considerations take center stage. We showcase the following indispensable Responsible AI principles safeguarding sensitive information, enhancing trust, and detecting bias to foster consumer confidence and ensure that the AI-driven outcomes are aligned with societal values.</p><ol><li>Fairness/Bias</li><li>Explainability</li><li>Privacy</li><li>Security</li></ol><p>At <a href="https://www.course5i.com/ai-labs/">Course5 AI Labs</a>, we are driving advances in the field of Artificial Intelligence (AI) through cutting-edge applied research, innovation, and rapid experimentation. One of our AI-Powered Augmented Analytics solutions is <a href="https://www.course5i.com/course5-discovery/">Course5 Discovery</a>, which allows business users to ask natural queries and consume descriptive, predictive, and prescriptive insights. Here is a process flow of how we are applying the above four dimensions to Course5 Discovery which can be generalized for Text to SQL applications.</p><p><a href="https://opendatascience.com/wp-content/uploads/2023/08/evo2.png"><img decoding="async" class="aligncenter size-full wp-image-43931 lazyload" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" data-src="https://opendatascience.com/wp-content/uploads/2023/08/evo2.png" sizes="(max-width: 921px) 100vw, 921px" data-srcset="https://opendatascience.com/wp-content/uploads/2023/08/evo2.png 921w, https://opendatascience.com/wp-content/uploads/2023/08/evo2-300x191.png 300w, https://opendatascience.com/wp-content/uploads/2023/08/evo2-768x489.png 768w, https://opendatascience.com/wp-content/uploads/2023/08/evo2-810x516.png 810w" alt="" width="921" height="587" /><noscript><img decoding="async" class="aligncenter size-full wp-image-43931 lazyload" src="https://opendatascience.com/wp-content/uploads/2023/08/evo2.png" sizes="(max-width: 921px) 100vw, 921px" srcset="https://opendatascience.com/wp-content/uploads/2023/08/evo2.png 921w, https://opendatascience.com/wp-content/uploads/2023/08/evo2-300x191.png 300w, https://opendatascience.com/wp-content/uploads/2023/08/evo2-768x489.png 768w, https://opendatascience.com/wp-content/uploads/2023/08/evo2-810x516.png 810w" alt="" width="921" height="587" /></noscript></a></p><p><em>Fig 2: An illustration of applying four dimensions to our Course5 Discovery for Text to SQL applications</em></p><p>For AI applications based on LLMs, it is recommended to initially employ a custom model that offers metadata as guidance to LLMs. This trainable custom model can then be progressively improved through a feedback loop as shown above.</p><p><a href="https://odsc.com/speakers/evolving-trends-in-prompt-engineering-for-large-language-models-llms-with-built-in-responsible-ai-practices-2/?__hstc=39712252.e5f1e7f84a3336c7d408388648d039e0.1690232954495.1691685545852.1691689935625.44&__hssc=39712252.7.1691689935625&__hsfp=2180945085">Learn more at our upcoming talk at ODSC APAC 2023:</a></p><p>Large Language Models (LLMs) have enabled organizations to reimagine and reinvent the technology and business ecosystems. These models are helping create unique capabilities, whether it’s enterprise search, topic identification, summarization, conversational bots, content generation, and many more. Organizations are leveraging LLMs through various means, such as out-of-the-box applications, prompt engineering, and model fine-tuning. Although we are witnessing early success, there are challenges, and adopting LLMs for various business use cases is still an evolving space. In this talk, we delve into the cutting-edge aspects of LLMs, focusing on four critical dimensions: Prompt Engineering, Evaluation, Model Optimization & Deployment, and Responsible AI.</p><p>About the authors:</p><div class="two-third column-block no-background" data-animation=""><div class="be-custom-column-inner"><p><img decoding="async" class="alignleft lazyload" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" data-src="https://odsc.com/wp-content/uploads/2023/07/Rohit-Sroch-Cropped.png" /><noscript><img decoding="async" class="alignleft lazyload" src="https://odsc.com/wp-content/uploads/2023/07/Rohit-Sroch-Cropped.png" /></noscript>Rohit Sroch is a Sr. AI Scientist at Artificial Intelligence Labs at Course5 Intelligence, with over 5 years of experience in the Natural Language Processing and Speech domains. He plays a pivotal role in conceptualizing and developing AI systems for the Course5 Products division. Simultaneously, he maintains an active involvement in his research endeavors, leading to the publication of several research papers in recent years. Also, his fervent interest in the constantly evolving landscape of AI drives him to engage in continuous research and stay abreast of the latest technologies.</p><p><img decoding="async" class="alignleft lazyload" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" data-src="https://odsc.com/wp-content/uploads/2023/07/Jayachandran-Ramachandran-Cropped.jpg" /><noscript><img decoding="async" class="alignleft lazyload" src="https://odsc.com/wp-content/uploads/2023/07/Jayachandran-Ramachandran-Cropped.jpg" /></noscript></p><div class="two-third column-block no-background" data-animation=""><div class="be-custom-column-inner"><p>Jayachandran Ramachandran is the Senior Vice President and Head of Artificial Intelligence Labs at Course5 Intelligence. He is responsible for Applied AI research, Innovation, and IP development. He is a highly experienced Analytics and Artificial Intelligence (AI) thought leader, design thinker, and inventor with extensive expertise across a wide variety of industry verticals like Retail, CPG, Technology, Telecom, Financial Services, Pharma, Manufacturing, Energy, Utilities, etc.</p></div></div></div></div></div></div></div></div><div class = "tatsu-column-bg-image-wrap"><div class = "tatsu-column-bg-image" ></div></div><div class="tatsu-overlay tatsu-column-overlay tatsu-animate-none" ></div></div><style>.tatsu-row > .tatsu-HJlTMhM33.tatsu-column{width: 100%;}.tatsu-HJlTMhM33.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-HJlTMhM33 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-HJlTMhM33 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-HJlTMhM33 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-HJlTMhM33 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-HJlTMhM33.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-HJlTMhM33.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-HJlTMhM33.tatsu-column{width: 100%;}}</style></div></div></div></div><div class="tatsu-section-background-wrap"><div class = "tatsu-section-background" ></div></div><div class="tatsu-overlay tatsu-section-overlay"></div><style>.tatsu-rybepfnfn3 .tatsu-section-pad{padding: 6px 0px 90px 0px;}.tatsu-rybepfnfn3 .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-rybepfnfn3 > .tatsu-bottom-divider{z-index: 9999;}.tatsu-rybepfnfn3 > .tatsu-top-divider{z-index: 9999;}.tatsu-rybepfnfn3 .tatsu-section-overlay{mix-blend-mode: normal;}</style></div></div></div></div><div class="clearfix"></div></div></div><div class="blog-separator clearfix"><hr class="separator" /></div></article><article id="post-91444" class="element not-wide blog-post clearfix post-91444 post type-post status-publish format-standard has-post-thumbnail hentry category-data-science category-nlp tag-east-2023"><div class="element-inner" style=""><div class="post-content-wrap"><header class="post-header clearfix"><div class="post-thumb"><div class=""> <a href="https://odsc.com/blog/7-sessions-at-odsc-east-2023-to-help-you-perform-nlp-better/" class=" thumb-wrap"><img width="640" height="300" src="https://odsc.com/wp-content/uploads/2023/04/Image-for-ODSC-article-640x300-1.jpg" class="attachment-blog-image size-blog-image wp-post-image" alt="" decoding="async" srcset="https://odsc.com/wp-content/uploads/2023/04/Image-for-ODSC-article-640x300-1.jpg 640w, https://odsc.com/wp-content/uploads/2023/04/Image-for-ODSC-article-640x300-1-300x141.jpg 300w, https://odsc.com/wp-content/uploads/2023/04/Image-for-ODSC-article-640x300-1-107x50.jpg 107w, https://odsc.com/wp-content/uploads/2023/04/Image-for-ODSC-article-640x300-1-50x23.jpg 50w, https://odsc.com/wp-content/uploads/2023/04/Image-for-ODSC-article-640x300-1-100x47.jpg 100w" sizes="(max-width: 640px) 100vw, 640px" /><div class="thumb-overlay"><div class="thumb-bg"><div class="thumb-title fadeIn animated"> <i class="portfolio-ovelay-icon"></i></div></div></div> </a></div></div></header><div class="article-details"><div class="clearfix post-title-section-wrap"><div class="left post-date-wrap"><div>Apr</div><div>03</div></div><div class="left post-title-section"><h2 class="post-title"> <a href="https://odsc.com/blog/7-sessions-at-odsc-east-2023-to-help-you-perform-nlp-better/"> 7 Sessions at ODSC East 2023 to Help You Perform NLP Better </a></h2><nav class="post-nav meta-font secondary_text"><ul class="clearfix"><li class="post-meta post-author">Posted By : ODSC Team<span class="post-meta-sep">/</span></li><li class="post-meta post-comments"> <a href="https://odsc.com/blog/7-sessions-at-odsc-east-2023-to-help-you-perform-nlp-better/#respond">0 comments</a> <span class="post-meta-sep">/</span></li><li class="post-meta post-category">Under :<a href="https://odsc.com/blog/category/data-science/" style= "color: ;" data-background-color = "" title="View all posts in Data Science"> Data Science</a>, <a href="https://odsc.com/blog/category/nlp/" style= "color: ;" data-background-color = "" title="View all posts in NLP"> NLP</a></li></ul></nav></div></div><div class="post-details clearfix"><div class="post-content clearfix"><div class="tatsu-rkWr6m6d-3 tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"0px 0px 0px 0px"}' data-padding-top='0px'><div class="tatsu-row-wrap tatsu-wrap tatsu-row-one-col tatsu-row-has-one-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-rJlra7p_Wn" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-BySpm6_Wh" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><div class="tatsu-module tatsu-text-block-wrap tatsu-rJb076O-2 "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-rJb076O-2.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style><p>A lot goes into NLP. Languages, dialects, unstructured data, and unique business needs all contribute to requiring constant innovation from the field. Going beyond NLP platforms and skills alone, having expertise in novel processes, and staying afoot in the latest research are becoming pivotal for effective NLP implementation. We looked at a number of NLP sessions coming to ODSC East this May 9th-11th that highlight changes in the growing field and to perform NLP better.</p><p><a href="https://odsc.com/speakers/from-big-data-to-nlp-insights-getting-started-with-pyspark-and-spark-nlp/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1680547869584.1680556475986.1133&__hssc=39712252.4.1680556475986&__hsfp=3000179024"><b>From Big Data to NLP insights: Getting started with PySpark and Spark NLP</b></a></p><p>The amount of data being generated today is staggering and growing. Apache Spark has emerged as the de facto tool to analyze big data over the last few years and is now a critical part of the data science toolbox. In recent years, text data is increasingly becoming more common as new techniques to work with them become popular.</p><p>This workshop will introduce you to the fundamentals of PySpark (Spark’s Python API), the Spark NLP library, and other best practices in Spark programming when working with textual or natural language data.</p><p>Speaker: Akash Tandon, Co-Founder and Co-author of Advanced Analytics with PySpark | Looppanel and O’Reilly Media</p><p><a href="https://odsc.com/speakers/self-supervised-and-unsupervised-learning-for-conversational-ai-and-nlp-3/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1680547869584.1680556475986.1133&__hssc=39712252.4.1680556475986&__hsfp=3000179024"><b>Self-Supervised and Unsupervised Learning for Conversational AI and NLP</b></a></p><p>Self-supervised and Unsupervised learning techniques such as Few-shot and Zero-shot learning are changing the shape of AI research and product community. We have seen these techniques advancing multiple fields in AI such as NLP, Computer Vision, and Robotics.</p><p>In this talk, Chandra will be giving some background in Conversational AI, and NLP along with Self-supervised and Unsupervised techniques. Transformers-based large language models (LLMs) such as GPT-3, Jurasic, and T5 have been foundational to the advances that we see. Chandra will walk the audience through hands-on examples and how they can leverage transformers and large language models for few-shot, zero-shot learning in a variety of NLP applications such as text classification, summarization, and question-answering.</p><p>Speaker: Chandra Khatri | Chief Scientist, Head of AI, and Co-Founder | Got It AI</p><p><a href="https://odsc.com/speakers/hyper-productive-nlp-with-hugging-face-transformers-2/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1680547869584.1680556475986.1133&__hssc=39712252.4.1680556475986&__hsfp=3000179024"><b>Hyper-productive NLP with Hugging Face Transformers</b></a></p><p>In this workshop, you’ll walk through a complete end-to-end example of using Hugging Face Transformers, involving both our open-source libraries and some of our commercial products. Starting from a dataset containing real-life product reviews from Amazon.com, you’ll train and deploy a text classification model predicting the star rating for similar reviews.</p><p>Julien Simon | Chief Evangelist | Hugging Face</p><p><a href="https://odsc.com/speakers/interpreting-features-in-deep-networks/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1680547869584.1680556475986.1133&__hssc=39712252.4.1680556475986&__hsfp=3000179024"><b>Interpreting Features in Deep Networks</b></a></p><p>Despite significant advances in interpretable machine learning in recent years, many ML models—especially deep networks—to understand and control. One promising new direction in interpretable deep learning aims to understand models by understanding their learned features and internal representation.</p><p>This tutorial will survey state-of-the-art techniques for feature-level interpretability, with a focus on vision and language processing applications. We’ll learn how to automatically discover and describe the function of individual neurons within deep networks, and use these descriptions to identify model failures and improve their robustness. This tutorial is targeted at learners who have experience with neural network models and are interested in gaining a deeper understanding of how they work.</p><p>Speaker: Jacob Andreas, PhD | Assistant Professor | MIT</p><p><a href="https://odsc.com/speakers/creating-a-custom-vocabulary-for-nlp-tasks-using-exbert-and-spacy/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1680547869584.1680556475986.1133&__hssc=39712252.4.1680556475986&__hsfp=3000179024"><b>Creating a Custom Vocabulary for NLP tasks using exBERT and spaCY</b></a></p><p>For NLP tasks, the first step is to pre-process text for training. Let’s say you have the English language model, you will have a model that includes over 1 million items of vocabulary, many classes of entity recognition, and a lot of compound noun recognition. But what happens when we need to add new terms and customize the vocabulary?</p><p>In this tutorial, we will show an approach to how to create a custom vocabulary that can be further used for any NLP tasks.</p><p>Speaker: Swagata Ashwani | Senior Data Scientist | Boomi</p><p><a href="https://odsc.com/speakers/mastering-adversarial-evaluation-for-nlp-a-practical-workshop/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1680547869584.1680556475986.1133&__hssc=39712252.4.1680556475986&__hsfp=3000179024"><b>Mastering Adversarial Evaluation for NLP: A Practical Workshop</b></a></p><p>The development of advanced deep neural language models has revolutionized the performance of various natural language processing (NLP) tasks. However, these models are increasingly intricate and less comprehensible, making them particularly vulnerable to failure when exposed to input data that is different from the data used for training. This brittleness of neural language models presents a significant challenge, as their complexity continues to increase. Unless this issue is addressed, progress in NLP could be hindered and the potential benefits of these models may not be fully realized.</p><p>This workshop will equip participants with the skills and knowledge to conduct an adversarial evaluation of NLP systems.</p><p>Speaker: Panos Alexopoulos, PhD | Head of Ontology | Textkernel BV</p><p><a href="https://odsc.com/speakers/bagging-to-bert-a-tour-of-applied-nlp/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1680547869584.1680556475986.1133&__hssc=39712252.4.1680556475986&__hsfp=3000179024"><b>Bagging to BERT – A Tour of Applied NLP</b></a></p><p>Most data we encounter is “unstructured” which means it needs additional processing in order to be used in decision-making. Often these data are text, coming in the form of comment fields, notes, and descriptions. This is being enabled by a wide array of open-source NLP libraries such as spaCy and HuggingFace’s Transformers.</p><p>In this workshop, we will explore some popular NLP techniques that have broad applicability. From the basics of bagging and word vectors to the creation of contextualized representations of words and sentences, the workshop will equip participants with the tools they need to turn raw text data into useful insights.</p><p>Speaker: Benjamin Batorsky, PhD | Senior Data Scientist | Institute for Experiential AI at Northeastern University</p><p><b>Perform NLP Better with Training at ODSC East 2023</b></p><p>We just listed off quite a few skills, platforms, topics, and frameworks. It’s not expected to know every single thing mentioned above, but knowing a good chunk of them – and how to apply them in business settings – will help you get a job or become better at your current one. At <a href="https://odsc.com/boston/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1680547869584.1680556475986.1133&__hssc=39712252.4.1680556475986&__hsfp=3000179024">ODSC East 2023</a> this May, we have <a href="https://odsc.com/boston/nlp/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1680547869584.1680556475986.1133&__hssc=39712252.4.1680556475986&__hsfp=3000179024">an entire track devoted to NLP</a>. Learn NLP skills and platforms like the ones listed above!</p></div></div></div></div><div class = "tatsu-column-bg-image-wrap"><div class = "tatsu-column-bg-image" ></div></div><div class="tatsu-overlay tatsu-column-overlay tatsu-animate-none" ></div></div><style>.tatsu-row > .tatsu-BySpm6_Wh.tatsu-column{width: 100%;}.tatsu-BySpm6_Wh.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-BySpm6_Wh > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-BySpm6_Wh > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-BySpm6_Wh > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-BySpm6_Wh > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-BySpm6_Wh.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-BySpm6_Wh.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-BySpm6_Wh.tatsu-column{width: 100%;}}</style></div></div></div></div><div class="tatsu-section-background-wrap"><div class = "tatsu-section-background" ></div></div><div class="tatsu-overlay tatsu-section-overlay"></div><style>.tatsu-rkWr6m6d-3 .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-rkWr6m6d-3 > .tatsu-bottom-divider{z-index: 9999;}.tatsu-rkWr6m6d-3 > .tatsu-top-divider{z-index: 9999;}.tatsu-rkWr6m6d-3 .tatsu-section-overlay{mix-blend-mode: normal;}</style></div></div></div></div><div class="clearfix"></div></div></div><div class="blog-separator clearfix"><hr class="separator" /></div></article><article id="post-90111" class="element not-wide blog-post clearfix post-90111 post type-post status-publish format-standard has-post-thumbnail hentry category-nlp tag-east-2023"><div class="element-inner" style=""><div class="post-content-wrap"><header class="post-header clearfix"><div class="post-thumb"><div class=""> <a href="https://odsc.com/blog/creating-a-custom-vocabulary-for-nlp-tasks-using-exbert-and-spacy/" class=" thumb-wrap"><img width="640" height="300" src="https://odsc.com/wp-content/uploads/2023/03/Transformers-iStock-1313050194-640x300-1.jpg" class="attachment-blog-image size-blog-image wp-post-image" alt="" decoding="async" srcset="https://odsc.com/wp-content/uploads/2023/03/Transformers-iStock-1313050194-640x300-1.jpg 640w, https://odsc.com/wp-content/uploads/2023/03/Transformers-iStock-1313050194-640x300-1-300x141.jpg 300w, https://odsc.com/wp-content/uploads/2023/03/Transformers-iStock-1313050194-640x300-1-107x50.jpg 107w, https://odsc.com/wp-content/uploads/2023/03/Transformers-iStock-1313050194-640x300-1-50x23.jpg 50w, https://odsc.com/wp-content/uploads/2023/03/Transformers-iStock-1313050194-640x300-1-100x47.jpg 100w" sizes="(max-width: 640px) 100vw, 640px" /><div class="thumb-overlay"><div class="thumb-bg"><div class="thumb-title fadeIn animated"> <i class="portfolio-ovelay-icon"></i></div></div></div> </a></div></div></header><div class="article-details"><div class="clearfix post-title-section-wrap"><div class="left post-date-wrap"><div>Mar</div><div>09</div></div><div class="left post-title-section"><h2 class="post-title"> <a href="https://odsc.com/blog/creating-a-custom-vocabulary-for-nlp-tasks-using-exbert-and-spacy/"> Creating a Custom Vocabulary for NLP tasks Using exBERT and spaCY </a></h2><nav class="post-nav meta-font secondary_text"><ul class="clearfix"><li class="post-meta post-author">Posted By : ODSC Team<span class="post-meta-sep">/</span></li><li class="post-meta post-comments"> <a href="https://odsc.com/blog/creating-a-custom-vocabulary-for-nlp-tasks-using-exbert-and-spacy/#respond">0 comments</a> <span class="post-meta-sep">/</span></li><li class="post-meta post-category">Under :<a href="https://odsc.com/blog/category/nlp/" style= "color: ;" data-background-color = "" title="View all posts in NLP"> NLP</a></li></ul></nav></div></div><div class="post-details clearfix"><div class="post-content clearfix"><div class="tatsu-S1ZwzcFv13 tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"14px 0px 0px 0px"}' data-padding-top='14px'><div class="tatsu-row-wrap tatsu-wrap tatsu-row-one-col tatsu-row-has-one-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-rklDM9tv1n" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-ByPGqFvJn" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><div class="tatsu-module tatsu-text-block-wrap tatsu-rylQqYwJn "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-rylQqYwJn.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style><p><em>Editor’s note: Swagata Ashwani is a speaker for ODSC East 2023. Be sure to check out her talk, “C<a href="https://odsc.com/speakers/creating-a-custom-vocabulary-for-nlp-tasks-using-exbert-and-spacy/?__hstc=39712252.8eec8d7f5738faf6416f0c6bad9fe9a5.1634042255273.1678372661141.1678376648402.1063&__hssc=39712252.11.1678376648402&__hsfp=901111203">reating a Custom Vocabulary for NLP tasks using exBERT and spaCY</a>,” there!</em></p><p><a href="https://opendatascience.com/category/modeling/nlp-text-analytics/">Natural Language Processing (NLP)</a> tasks involve analyzing, understanding, and generating human language. However, the first step in any NLP task is to pre-process the text for training. This involves tokenization, which is the process of breaking down text into individual tokens such as words, punctuation, and other meaningful units.</p><p>For example, if you have an English language model, it already includes over 1 million items of vocabulary, many classes of entity recognition, and a lot of compound noun recognition. However, what happens when you need to add new terms and customize the vocabulary? In this tutorial, we’ll explore how to create a custom vocabulary that can be further used for any NLP task.</p><p><b>Introduction to Language Models</b></p><p>Before we dive into creating custom vocabularies, it’s essential to understand the terminology related to language models. A language model is a statistical model that assigns probabilities to a sequence of words. The probability of a particular sequence of words is calculated based on the probability of each word in the sequence given the previous words. Vocabulary refers to the set of words used in a language model. The size of the vocabulary determines the number of unique tokens that the model can recognize.</p><p><b>Why do we need a custom vocabulary?</b></p><p>In some scenarios, a custom vocabulary is necessary. For example, if you’re working on a domain-specific NLP task, such as medical records or legal documents, the model may need to recognize terms that aren’t included in the standard vocabulary. Additionally, if you’re working with social media text, you may need to include slang or informal language.</p><p><b>How to add custom terms to a vocabulary?</b></p><p>There are several approaches to adding custom terms to a vocabulary, but in this tutorial, we’ll focus on exBERT and spaCY tokenizer. exBERT is an approach to adding additional terms to an existing vocabulary. spaCY is an open-source tool for NLP tasks that can be used to achieve vocabulary customization.</p><p><b>The step-by-step approach of creating a custom vocabulary in Python</b></p><p>1. Install the required libraries: To use exBERT and spaCY tokenizer, you need to install the transformers and spaCY libraries.<br /> 2. Load the pre-trained language model: Load the pre-trained language model that you want to customize. For example, you can use the BERT model from the Hugging Face library.<br /> 3. Tokenize the text: Tokenize the text using the pre-trained tokenizer. This will create a list of tokens that can be used to create a custom vocabulary.<br /> 4. Create a list of custom terms: Create a list of custom terms that you want to add to the vocabulary.<br /> 5. Add the custom terms to the tokenizer: Use the exBERT approach to add the custom terms to the tokenizer.<br /> 6. Test the tokenizer: Test the tokenizer by tokenizing some sample text that includes the custom terms. If the tokenizer recognizes the custom terms, then you’ve successfully created a custom vocabulary.</p><div><p><b>About the author:<br /> </b></p><div class="two-third column-block no-background" data-animation=""><div class="be-custom-column-inner"><p><img decoding="async" class="alignleft lazyloaded lazyload" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" data-src="https://odsc.com/wp-content/uploads/2022/12/Swagata-Ashwani-Cropped.jpg" data-src="https://odsc.com/wp-content/uploads/2022/12/Swagata-Ashwani-Cropped.jpg" /><noscript><img decoding="async" class="alignleft lazyloaded lazyload" src="https://odsc.com/wp-content/uploads/2022/12/Swagata-Ashwani-Cropped.jpg" data-src="https://odsc.com/wp-content/uploads/2022/12/Swagata-Ashwani-Cropped.jpg" /></noscript>Swagata Ashwani is a Data Professional with over 6 years of experience in the Healthcare, Retail, and Platform Integration industries. She is an avid blogger and writes about state-of-the-art developments in the AI space. She is particularly interested in Natural Language Processing, and focuses on researching how to make NLP models work in a practical setting. In her spare time, she loves to play her guitar, sip masala chai, and find new spots for doing Yoga. <a href="https://www.linkedin.com/in/swagata-ashwani/">Connect with her on LinkedIn</a>.</p></div></div></div></div></div></div></div><div class = "tatsu-column-bg-image-wrap"><div class = "tatsu-column-bg-image" ></div></div><div class="tatsu-overlay tatsu-column-overlay tatsu-animate-none" ></div></div><style>.tatsu-row > .tatsu-ByPGqFvJn.tatsu-column{width: 100%;}.tatsu-ByPGqFvJn.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-ByPGqFvJn > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-ByPGqFvJn > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-ByPGqFvJn > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-ByPGqFvJn > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-ByPGqFvJn.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-ByPGqFvJn.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-ByPGqFvJn.tatsu-column{width: 100%;}}</style></div></div></div></div><div class="tatsu-section-background-wrap"><div class = "tatsu-section-background" ></div></div><div class="tatsu-overlay tatsu-section-overlay"></div><style>.tatsu-S1ZwzcFv13 .tatsu-section-pad{padding: 14px 0px 0px 0px;}.tatsu-S1ZwzcFv13 .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-S1ZwzcFv13 > .tatsu-bottom-divider{z-index: 9999;}.tatsu-S1ZwzcFv13 > .tatsu-top-divider{z-index: 9999;}.tatsu-S1ZwzcFv13 .tatsu-section-overlay{mix-blend-mode: normal;}</style></div></div></div></div><div class="clearfix"></div></div></div><div class="blog-separator clearfix"><hr class="separator" /></div></article></div><div class="pagination_parent style1-blog" style="margin-left: 0px;"><div class="pagination secondary_text"><span class='current alt-bg alt-bg-text-color'>1</span><a href='https://odsc.com/blog/category/nlp/page/2/' class='inactive sec-bg sec-color' >2</a><a href='https://odsc.com/blog/category/nlp/page/3/' class='inactive sec-bg sec-color' >3</a><a href='https://odsc.com/blog/category/nlp/page/4/' class='inactive sec-bg sec-color' >4</a><a href='https://odsc.com/blog/category/nlp/page/5/' class='inactive sec-bg sec-color' >5</a><a href='https://odsc.com/blog/category/nlp/page/6/' class='inactive sec-bg sec-color' >6</a><a href='https://odsc.com/blog/category/nlp/page/7/' class='inactive sec-bg sec-color' >7</a></div></div></div></div></section><section id="right-sidebar" class="sidebar-widgets"><div class="sidebar-widgets-wrap"><div class="widget_media_image widget"><a href="https://odsc.com/boston/"><img width="300" height="250" src="https://odsc.com/wp-content/uploads/2024/11/EAST2024_Black-Friday_Blog-Banners_300x250.png" class="image wp-image-122605 attachment-full size-full" alt="" style="max-width: 100%; height: auto;" decoding="async" srcset="https://odsc.com/wp-content/uploads/2024/11/EAST2024_Black-Friday_Blog-Banners_300x250.png 300w, https://odsc.com/wp-content/uploads/2024/11/EAST2024_Black-Friday_Blog-Banners_300x250-60x50.png 60w, https://odsc.com/wp-content/uploads/2024/11/EAST2024_Black-Friday_Blog-Banners_300x250-50x42.png 50w, https://odsc.com/wp-content/uploads/2024/11/EAST2024_Black-Friday_Blog-Banners_300x250-100x83.png 100w" sizes="(max-width: 300px) 100vw, 300px" /></a></div><div class="widget_categories widget"><h6>Categories</h6><ul><li class="cat-item cat-item-313"><a href="https://odsc.com/blog/category/accelerate-ai/">Accelerate AI</a> (21)</li><li class="cat-item cat-item-5948"><a href="https://odsc.com/blog/category/bootcamp/">Bootcamp</a> (1)</li><li class="cat-item cat-item-305"><a href="https://odsc.com/blog/category/career/">Career</a> (7)</li><li class="cat-item cat-item-5951"><a href="https://odsc.com/blog/category/career-advice/">Career Advice</a> (2)</li><li class="cat-item cat-item-5946"><a href="https://odsc.com/blog/category/convince-your-boss/">Convince Your Boss</a> (1)</li><li class="cat-item cat-item-1"><a href="https://odsc.com/blog/category/data-science/">Data Science</a> (350)</li><li class="cat-item cat-item-303"><a href="https://odsc.com/blog/category/data-visualization/">Data Visualization</a> (13)</li><li class="cat-item cat-item-24"><a href="https://odsc.com/blog/category/deep-learning/">Deep Learning</a> (33)</li><li class="cat-item cat-item-5950"><a href="https://odsc.com/blog/category/industry/">Industry</a> (2)</li><li class="cat-item cat-item-21"><a href="https://odsc.com/blog/category/machine-learning/">Machine Learning</a> (87)</li><li class="cat-item cat-item-306 current-cat"><a aria-current="page" href="https://odsc.com/blog/category/nlp/">NLP</a> (33)</li><li class="cat-item cat-item-22"><a href="https://odsc.com/blog/category/python/">Python</a> (6)</li><li class="cat-item cat-item-23"><a href="https://odsc.com/blog/category/r/">R</a> (1)</li><li class="cat-item cat-item-2735"><a href="https://odsc.com/blog/category/statistics/">Statistics</a> (2)</li></ul></div><div class="widget_text widget_custom_html widget"><div class="textwidget custom-html-widget"> <script charset="utf-8" type="text/javascript" src="//js.hsforms.net/forms/v2.js"></script> <script> hbspt.forms.create({ portalId: '1865444', formId: '2db28ac9-d988-42c8-bf91-29f8f7fcfac1' }); </script></div></div><div class="widget_recent_entries widget"><h6>Recent Posts</h6><ul class="recent_post_container"><li class="recent_posts clearfix sec-border-bottom"><div class="recent_post_img"> <a href="https://odsc.com/blog/announcing-odsc-east-2025-the-10th-anniversary-of-the-best-ai-builders-event-around/" title="Announcing ODSC East 2025 – The 10th Anniversary of the Best AI Builders Event Around!"> <img width="50" height="50" src="https://odsc.com/wp-content/uploads/2024/11/East-2025-Top-100x100.png" class="attachment-50x50 size-50x50 wp-post-image" alt="Announcing ODSC East 2025 - The 10th Anniversary of the Best AI Builders Event Around!" decoding="async" srcset="https://odsc.com/wp-content/uploads/2024/11/East-2025-Top-100x100.png 100w, https://odsc.com/wp-content/uploads/2024/11/East-2025-Top-150x150.png 150w, https://odsc.com/wp-content/uploads/2024/11/East-2025-Top-300x300.png 300w, https://odsc.com/wp-content/uploads/2024/11/East-2025-Top-45x45.png 45w" sizes="(max-width: 50px) 100vw, 50px" /> </a></div><div class="recent_post_content"> <a href="https://odsc.com/blog/announcing-odsc-east-2025-the-10th-anniversary-of-the-best-ai-builders-event-around/" title="Announcing ODSC East 2025 – The 10th Anniversary of the Best AI Builders Event Around!"> Announcing ODSC East 2025 – The 10th Anniversary of the Best AI Builders Event Around!</a> <span class="recent-post-date">November 19,2024</span></div></li><li class="recent_posts clearfix sec-border-bottom"><div class="recent_post_img"> <a href="https://odsc.com/blog/boost-your-career-with-hands-on-ai-training-at-odsc-west-2024/" title="Boost Your Career with Hands-On AI Training at ODSC West 2024"> <img width="50" height="50" src="https://odsc.com/wp-content/uploads/2024/08/Bris-326-1-100x100.jpg" class="attachment-50x50 size-50x50 wp-post-image" alt="" decoding="async" srcset="https://odsc.com/wp-content/uploads/2024/08/Bris-326-1-100x100.jpg 100w, https://odsc.com/wp-content/uploads/2024/08/Bris-326-1-150x150.jpg 150w, https://odsc.com/wp-content/uploads/2024/08/Bris-326-1-300x300.jpg 300w, https://odsc.com/wp-content/uploads/2024/08/Bris-326-1-45x45.jpg 45w" sizes="(max-width: 50px) 100vw, 50px" /> </a></div><div class="recent_post_content"> <a href="https://odsc.com/blog/boost-your-career-with-hands-on-ai-training-at-odsc-west-2024/" title="Boost Your Career with Hands-On AI Training at ODSC West 2024"> Boost Your Career with Hands-On AI Training at ODSC West 2024</a> <span class="recent-post-date">October 22,2024</span></div></li><li class="recent_posts clearfix sec-border-bottom"><div class="recent_post_img"> <a href="https://odsc.com/blog/top-speakers-at-odsc-west-innovators-leading-the-future-of-ai-and-data-science/" title="Top Speakers at ODSC West: Innovators Leading the Future of AI and Data Science"> <img width="50" height="50" src="https://odsc.com/wp-content/uploads/2023/02/BRIS2403-90x90.jpg" class="attachment-50x50 size-50x50 wp-post-image" alt="" decoding="async" srcset="https://odsc.com/wp-content/uploads/2023/02/BRIS2403-90x90.jpg 90w, https://odsc.com/wp-content/uploads/2023/02/BRIS2403-150x150.jpg 150w, https://odsc.com/wp-content/uploads/2023/02/BRIS2403-120x120.jpg 120w, https://odsc.com/wp-content/uploads/2023/02/BRIS2403-300x300.jpg 300w, https://odsc.com/wp-content/uploads/2023/02/BRIS2403-45x45.jpg 45w" sizes="(max-width: 50px) 100vw, 50px" /> </a></div><div class="recent_post_content"> <a href="https://odsc.com/blog/top-speakers-at-odsc-west-innovators-leading-the-future-of-ai-and-data-science/" title="Top Speakers at ODSC West: Innovators Leading the Future of AI and Data Science"> Top Speakers at ODSC West: Innovators Leading the Future of AI and Data Science</a> <span class="recent-post-date">October 22,2024</span></div></li><li class="recent_posts clearfix sec-border-bottom"><div class="recent_post_img"> <a href="https://odsc.com/blog/exciting-robotics-and-ai-developments-coming-to-odsc-west-2024/" title="Exciting Robotics and AI Developments Coming to ODSC West 2024"> <img width="50" height="50" src="https://odsc.com/wp-content/uploads/2024/10/2024-04-23-10.24.02-100x100.jpg" class="attachment-50x50 size-50x50 wp-post-image" alt="" decoding="async" srcset="https://odsc.com/wp-content/uploads/2024/10/2024-04-23-10.24.02-100x100.jpg 100w, https://odsc.com/wp-content/uploads/2024/10/2024-04-23-10.24.02-150x150.jpg 150w, https://odsc.com/wp-content/uploads/2024/10/2024-04-23-10.24.02-300x300.jpg 300w, https://odsc.com/wp-content/uploads/2024/10/2024-04-23-10.24.02-320x326.jpg 320w, https://odsc.com/wp-content/uploads/2024/10/2024-04-23-10.24.02-45x45.jpg 45w" sizes="(max-width: 50px) 100vw, 50px" /> </a></div><div class="recent_post_content"> <a href="https://odsc.com/blog/exciting-robotics-and-ai-developments-coming-to-odsc-west-2024/" title="Exciting Robotics and AI Developments Coming to ODSC West 2024"> Exciting Robotics and AI Developments Coming to ODSC West 2024</a> <span class="recent-post-date">October 22,2024</span></div></li><li class="recent_posts clearfix sec-border-bottom"><div class="recent_post_img"> <a href="https://odsc.com/blog/12-ai-insight-talks-to-help-improve-your-companys-ai-game-at-odsc-west/" title="12 AI Insight Talks to Help Improve Your Company’s AI Game at ODSC West"> <img width="50" height="50" src="https://odsc.com/wp-content/uploads/2024/04/BRIS4305-640x300-1-100x100.jpg" class="attachment-50x50 size-50x50 wp-post-image" alt="" decoding="async" srcset="https://odsc.com/wp-content/uploads/2024/04/BRIS4305-640x300-1-100x100.jpg 100w, https://odsc.com/wp-content/uploads/2024/04/BRIS4305-640x300-1-150x150.jpg 150w, https://odsc.com/wp-content/uploads/2024/04/BRIS4305-640x300-1-300x300.jpg 300w, https://odsc.com/wp-content/uploads/2024/04/BRIS4305-640x300-1-45x45.jpg 45w" sizes="(max-width: 50px) 100vw, 50px" /> </a></div><div class="recent_post_content"> <a href="https://odsc.com/blog/12-ai-insight-talks-to-help-improve-your-companys-ai-game-at-odsc-west/" title="12 AI Insight Talks to Help Improve Your Company’s AI Game at ODSC West"> 12 AI Insight Talks to Help Improve Your Company’s AI Game at ODSC West</a> <span class="recent-post-date">October 22,2024</span></div></li></ul></div></div></section></div></section><footer id="bottom-widgets"><div id="bottom-widgets-wrap" class="be-wrap be-row clearfix"><div class="one-fourth column-block clearfix"><div class="widget_text widget"><h6>Open Data Science</h6><div class="textwidget"><div class="textwidget"><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-goka2it139bzrcg7 "> <style>.tatsu-goka2it139bzrcg7 .tatsu-icon{background-color: #00aced;color: #ffffff ;border-color: #ffffff; }.tatsu-goka2it139bzrcg7 .tatsu-icon:hover{background-color: #00aced;color: #ffffff ;}</style><p> </p></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-goka2it16zd3n28v "> <style>.tatsu-goka2it16zd3n28v .tatsu-icon{background-color: #3B5998;color: #ffffff ;border-color: #ffffff; }.tatsu-goka2it16zd3n28v .tatsu-icon:hover{background-color: #3B5998;color: #ffffff ;}</style><p> </p></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-goka2it19262p6uh "> <style>.tatsu-goka2it19262p6uh .tatsu-icon{background-color: #bb0000;color: #ffffff ;border-color: #ffffff; }.tatsu-goka2it19262p6uh .tatsu-icon:hover{background-color: #bb0000;color: #ffffff ;}</style><p> </p></div><p>Open Data Science<br /> One Broadway<br /> Cambridge, MA 02142<br /> info@odsc.com</p></div></div></div></div><div class="one-fourth column-block clearfix"><div class="widget_nav_menu widget"><h6>Menu</h6><div class="menu-footer_nav-container"><ul id="menu-footer_nav" class="menu"><li id="menu-item-34705" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-34705"><a href="/boston/partner-odsc-east/" title="Partner with ODSC">Partner with ODSC</a></li><li id="menu-item-1656" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-1656"><a href="https://www.opendatascience.com/" title="Blog">Blog</a></li><li id="menu-item-1657" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-1657"><a href="https://aiplus.training/" title="Training">Training</a></li><li id="menu-item-1655" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-1655"><a href="https://jobs.opendatascience.com/" title="Jobs">Jobs</a></li><li id="menu-item-14010" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-14010"><a href="https://odsc.com/faq/" title="FAQ">FAQ</a></li></ul></div></div></div><div class="one-fourth column-block clearfix"><div class="widget_nav_menu widget"><h6>Conferences</h6><div class="menu-conf_footer-container"><ul id="menu-conf_footer" class="menu"><li id="menu-item-27912" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-27912"><a href="/boston/" title="East 2025">East 2025</a></li><li id="menu-item-45631" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-45631"><a href="/europe/" title="Europe 2025">Europe 2025</a></li><li id="menu-item-19688" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-19688"><a href="/apac/" title="APAC 2025">APAC 2025</a></li><li id="menu-item-1661" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-1661"><a href="/california/" title="West 2025">West 2025</a></li></ul></div></div></div><div class="one-fourth column-block clearfix"><div class="widget_nav_menu widget"><h6>Extras</h6><div class="menu-extras-container"><ul id="menu-extras" class="menu"><li id="menu-item-1663" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-1663"><a href="https://opendatascience.com/newsletter/?__hstc=19222759.9747cccda111769b206e3552831bc327.1533925250574.1535328146852.1535383810113.51&__hssc=19222759.10.1535383810113&__hsfp=1117387146" title="Newsletter">Newsletter</a></li><li id="menu-item-58125" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-58125"><a href="/about-open-data-science-conference/" title="About">About</a></li><li id="menu-item-1666" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-1666"><a href="https://odsc.com/code-of-conduct/" title="Code of Conduct">Code of Conduct</a></li><li id="menu-item-1667" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-1667"><a href="https://odsc.com/privacy-policy/" title="Privacy Policy">Privacy Policy</a></li></ul></div></div></div></div></footer><footer id="footer" class="layout-wide"> <span class="footer-border "></span><div id="footer-wrap" class=" style1 clearfix"><div class="footer-left-area"></div><div class="footer-center-area"><div class="footer-content-inner-center"> Copyright ODSC 2024. All Rights Reserved</div></div><div class="footer-right-area"></div></div></footer></div><div class="loader page-loader"><div class="loader-style1-wrap"><div class="loader-style1-double-bounce1"></div><div class="loader-style1-double-bounce2"></div></div></div> <a href="#" id="back-to-top" class="layout-wide"><i class="font-icon icon-arrow_carrot-up"></i></a></div> <input type="hidden" id="ajax_url" value="https://odsc.com/wp-admin/admin-ajax.php" /><div id="gdpr-popup" class="be-gdpr-popup mfp-hide " data-rel="gdpr-popup-gallery" ><div class="be-gdpr-modal" ><div class="be-modal-content-wrapper" ><div class="be-gdpr-modal-heading" >Privacy Settings</div><div class="be-gdpr-modal-desc" > We use cookies to enhance your experience while using our website. If you are using our Services via a browser you can restrict, block or remove cookies through your web browser settings. We also use content and scripts from third parties that may use tracking technologies. You can selectively provide your consent below to allow such third party embeds. For complete information about the cookies we use, data we collect and how we process them, please check our <a target="_blank" href="">Privacy Policy</a></div><div class="be-gdpr-modal-items" ><div class="be-gdpr-modal-item" ><div class="be-gdpr-modal-item-head" >Youtube</div><div class="be-gdpr-modal-item-desc" >Consent to display content from - Youtube</div><div class="be-gdpr-modal-item-switch"> <label class="switch be-modal-switch"> <input class="be-gdpr-switch-input" value="youtube" type="checkbox"> <span class="slider round"></span> </label></div></div><div class="be-gdpr-modal-item" ><div class="be-gdpr-modal-item-head" >Vimeo</div><div class="be-gdpr-modal-item-desc" >Consent to display content from - Vimeo</div><div class="be-gdpr-modal-item-switch"> <label class="switch be-modal-switch"> <input class="be-gdpr-switch-input" value="vimeo" type="checkbox"> <span class="slider round"></span> </label></div></div><div class="be-gdpr-modal-item" ><div class="be-gdpr-modal-item-head" >Google Maps</div><div class="be-gdpr-modal-item-desc" >Consent to display content from - Google</div><div class="be-gdpr-modal-item-switch"> <label class="switch be-modal-switch"> <input class="be-gdpr-switch-input" value="gmaps" type="checkbox"> <span class="slider round"></span> </label></div></div></div></div><div class="be-gdpr-modal-footer" ><div class="be-gdpr-modal-save-btn" onClick="gdprSaveBtnClick(event);" >Save</div></div></div></div> <script type="text/javascript"> adroll_adv_id = "MN7XH5FMX5AODAUTQ7LEYH"; adroll_pix_id = "4WF3QPQPGRHLJNYPUIJSDC"; (function () { var _onload = function(){ if (document.readyState && !/loaded|complete/.test(document.readyState)){setTimeout(_onload, 10);return} if (!window.__adroll_loaded){__adroll_loaded=true;setTimeout(_onload, 50);return} var scr = document.createElement("script"); var host = (("https:" == document.location.protocol) ? "https://s.adroll.com" : "http://a.adroll.com"); scr.setAttribute('async', 'true'); scr.type = "text/javascript"; scr.src = host + "/j/roundtrip.js"; ((document.getElementsByTagName('head') || [null])[0] || document.getElementsByTagName('script')[0].parentNode).appendChild(scr); }; if (window.addEventListener) {window.addEventListener('load', _onload, false);} else {window.attachEvent('onload', _onload)} }()); </script> <script type="text/javascript"> _linkedin_partner_id = "44953"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script><script type="text/javascript"> (function(l) { if (!l){window.lintrk = function(a,b){window.lintrk.q.push([a,b])}; window.lintrk.q=[]} var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(window.lintrk); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=44953&fmt=gif" /> </noscript><script type="text/javascript"> adroll_adv_id = "MN7XH5FMX5AODAUTQ7LEYH"; adroll_pix_id = "4WF3QPQPGRHLJNYPUIJSDC"; (function () { var _onload = function(){ if (document.readyState && !/loaded|complete/.test(document.readyState)){setTimeout(_onload, 10);return} if (!window.__adroll_loaded){__adroll_loaded=true;setTimeout(_onload, 50);return} var scr = document.createElement("script"); var host = (("https:" == document.location.protocol) ? "https://s.adroll.com" : "http://a.adroll.com"); scr.setAttribute('async', 'true'); scr.type = "text/javascript"; scr.src = host + "/j/roundtrip.js"; ((document.getElementsByTagName('head') || [null])[0] || document.getElementsByTagName('script')[0].parentNode).appendChild(scr); }; if (window.addEventListener) {window.addEventListener('load', _onload, false);} else {window.attachEvent('onload', _onload)} }()); </script> <script type='text/javascript'> window.__lo_site_id = 303225; (function() { var wa = document.createElement('script'); wa.type = 'text/javascript'; wa.async = true; wa.src = 'https://d10lpsik1i8c69.cloudfront.net/w.js'; var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(wa, s); })(); </script><div id="gallery" class="pswp" tabindex="-1" role="dialog" aria-hidden="true"><div class="pswp__bg"></div><div class="pswp__scroll-wrap"><div class="pswp__container"><div class="pswp__item"></div><div class="pswp__item"></div><div class="pswp__item"></div></div><div class="pswp__ui pswp__ui--hidden"><div class="pswp__top-bar"><div class="pswp__counter"></div> <button class="pswp__button pswp__button--close" title="Close (Esc)"></button> <button class="pswp__button pswp__button--share" title="Share"></button> <button class="pswp__button pswp__button--fs" title="Toggle fullscreen"></button> <button class="pswp__button pswp__button--zoom" title="Zoom in/out"></button><div class="pswp__preloader"><div class="pswp__preloader__icn"><div class="pswp__preloader__cut"><div class="pswp__preloader__donut"></div></div></div></div></div> <div class="pswp__share-modal pswp__share-modal--hidden pswp__single-tap"><div class="pswp__share-tooltip"> </div></div> <button class="pswp__button pswp__button--arrow--left" title="Previous (arrow left)"></button> <button class="pswp__button pswp__button--arrow--right" title="Next (arrow right)"></button><div class="pswp__caption"><div class="pswp__caption__center"></div></div></div></div></div><div id="pum-60769" role="dialog" aria-modal="false" class="pum pum-overlay pum-theme-47575 pum-theme-lightbox popmake-overlay click_open" data-popmake="{"id":60769,"slug":"tree","theme_id":47575,"cookies":[],"triggers":[{"type":"click_open","settings":{"cookie_name":"","extra_selectors":".path1 a"}}],"mobile_disabled":true,"tablet_disabled":null,"meta":{"display":{"stackable":false,"overlay_disabled":false,"scrollable_content":false,"disable_reposition":false,"size":"normal","responsive_min_width":"0%","responsive_min_width_unit":false,"responsive_max_width":"100%","responsive_max_width_unit":false,"custom_width":"640px","custom_width_unit":false,"custom_height":"380px","custom_height_unit":false,"custom_height_auto":false,"location":"center top","position_from_trigger":false,"position_top":"100","position_left":"0","position_bottom":"0","position_right":"0","position_fixed":false,"animation_type":"fade","animation_speed":"350","animation_origin":"center top","overlay_zindex":false,"zindex":"1999999999"},"close":{"text":"","button_delay":"0","overlay_click":false,"esc_press":false,"f4_press":false},"click_open":[]}}"><div id="popmake-60769" class="pum-container popmake theme-47575 pum-responsive pum-responsive-normal responsive size-normal"><div class="pum-content popmake-content" tabindex="0"><div id="tree-container"></div> <style> .pum-theme-47575 .pum-container, .pum-theme-lightbox .pum-container {<br /> padding: 50px;<br /> border-radius: 3px;<br /> border: 8px solid #262424;<br /> box-shadow: 0px 0px 30px 0px rgb(2 2 2);<br /> background-color: rgb(0 0 0);<br /> }</p> </style></div> <button type="button" class="pum-close popmake-close" aria-label="Close"> × </button></div></div>   <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-M62L34N" height="0" width="0" style="display:none;visibility:hidden" aria-hidden="true"></iframe></noscript>  <script> jQuery(document).ready(function($){ var links = $('#eventin-external-event-list').find('a'); $(links).attr('target', '_blank'); }); </script> <style id='etn-custom-css-inline-css' type='text/css'> .etn-event-single-content-wrap .etn-event-meta .etn-event-category span, .etn-event-item .etn-event-footer .etn-atend-btn .etn-btn-border, .etn-btn.etn-btn-border, .attr-btn-primary.etn-btn-border, .etn-attendee-form .etn-btn.etn-btn-border, .etn-ticket-widget .etn-btn.etn-btn-border, .etn-settings-dashboard .button-primary.etn-btn-border, .etn-single-speaker-item .etn-speaker-content a:hover, .etn-event-style2 .etn-event-date, .etn-event-style3 .etn-event-content .etn-title a:hover, .event-tab-wrapper ul li a.etn-tab-a, .etn-speaker-item.style-3:hover .etn-speaker-content .etn-title a, .etn-variable-ticket-widget .ticket-header, .events_calendar_list .calendar-event-details:hover .calendar-event-title, .etn-event-item:hover .etn-title a, .etn-recurring-widget .etn-date-text, .etn-event-header ul li i { color: #00bcdd; } .etn-event-item .etn-event-category span, .etn-btn, .attr-btn-primary, .etn-attendee-form .etn-btn, .etn-ticket-widget .etn-btn, .schedule-list-1 .schedule-header, .speaker-style4 .etn-speaker-content .etn-title a, .etn-speaker-details3 .speaker-title-info, .etn-event-slider .swiper-pagination-bullet, .etn-speaker-slider .swiper-pagination-bullet, .etn-event-slider .swiper-button-next, .etn-event-slider .swiper-button-prev, .etn-speaker-slider .swiper-button-next, .etn-speaker-slider .swiper-button-prev, .etn-single-speaker-item .etn-speaker-thumb .etn-speakers-social a, .etn-event-header .etn-event-countdown-wrap .etn-count-item, .schedule-tab-1 .etn-nav li a.etn-active, .schedule-list-wrapper .schedule-listing.multi-schedule-list .schedule-slot-time, .etn-speaker-item.style-3 .etn-speaker-content .etn-speakers-social a, .event-tab-wrapper ul li a.etn-tab-a.etn-active, .etn-btn, button.etn-btn.etn-btn-primary, .etn-schedule-style-3 ul li:before, .etn-zoom-btn, .cat-radio-btn-list [type=radio]:checked+label:after, .cat-radio-btn-list [type=radio]:not(:checked)+label:after, .etn-default-calendar-style .fc-button:hover, .etn-default-calendar-style .fc-state-highlight, .etn-calender-list a:hover, .events_calendar_standard .cat-dropdown-list select, .etn-event-banner-wrap, .events_calendar_list .calendar-event-details .calendar-event-content .calendar-event-category-wrap .etn-event-category, .etn-variable-ticket-widget .etn-add-to-cart-block, .etn-recurring-event-wrapper #seeMore, .more-event-tag, .etn-settings-dashboard .button-primary{ background-color: #00bcdd; } .etn-event-item .etn-event-footer .etn-atend-btn .etn-btn-border, .etn-btn.etn-btn-border, .attr-btn-primary.etn-btn-border, .etn-attendee-form .etn-btn.etn-btn-border, .etn-ticket-widget .etn-btn.etn-btn-border, .event-tab-wrapper ul li a.etn-tab-a, .event-tab-wrapper ul li a.etn-tab-a.etn-active, .etn-schedule-style-3 ul li:after, .etn-default-calendar-style .fc-ltr .fc-basic-view .fc-day-top.fc-today .fc-day-number, .etn-default-calendar-style .fc-button:hover, .etn-variable-ticket-widget .etn-variable-total-price, .etn-settings-dashboard .button-primary.etn-btn-border{ border-color: #00bcdd; } .schedule-tab-wrapper .etn-nav li a.etn-active, .etn-speaker-item.style-3 .etn-speaker-content{ border-bottom-color: #00bcdd; } .schedule-tab-wrapper .etn-nav li a:after, .etn-event-list2 .etn-event-content, .schedule-tab-1 .etn-nav li a.etn-active:after{ border-color: #00bcdd transparent transparent transparent; } .etn-default-calendar-style .fc .fc-daygrid-bg-harness:first-of-type:before{ background-color: #00bcdd2A; } .sidebar .etn-default-calendar-style .fc .fc-daygrid-bg-harness:nth-of-type(1)::before, .left-sidebar .etn-default-calendar-style .fc .fc-daygrid-bg-harness:nth-of-type(1)::before, .right-sidebar .etn-default-calendar-style .fc .fc-daygrid-bg-harness:nth-of-type(1)::before, .widget .etn-default-calendar-style .fc .fc-daygrid-bg-harness:nth-of-type(1)::before, .widgets .etn-default-calendar-style .fc .fc-daygrid-bg-harness:nth-of-type(1)::before, .main-sidebar .etn-default-calendar-style .fc .fc-daygrid-bg-harness:nth-of-type(1)::before, #sidebar .etn-default-calendar-style .fc .fc-daygrid-bg-harness:nth-of-type(1)::before{ background-color: #00bcdd; } .etn-event-item .etn-event-location, .etn-event-tag-list a:hover, .etn-schedule-wrap .etn-schedule-info .etn-schedule-time{ color: #0057c1; } .etn-event-tag-list a:hover{ border-color: #0057c1; } .etn-btn:hover, .attr-btn-primary:hover, .etn-attendee-form .etn-btn:hover, .etn-ticket-widget .etn-btn:hover, .speaker-style4 .etn-speaker-content p, .etn-btn, button.etn-btn.etn-btn-primary:hover, .etn-zoom-btn, .events_calendar_list .calendar-event-details .event-calendar-action .etn-btn, .events_calendar_list .calendar-event-details .event-calendar-action .etn-price.event-calendar-details-btn, .etn-speaker-item.style-3 .etn-speaker-content .etn-speakers-social a:hover, .etn-single-speaker-item .etn-speaker-thumb .etn-speakers-social a:hover, .etn-recurring-event-wrapper #seeMore:hover, .etn-recurring-event-wrapper #seeMore:focus, .etn-settings-dashboard .button-primary:hover{ background-color: #0057c1; } </style> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/imagesloaded.min.js" id="imagesloaded-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/masonry.min.js" id="masonry-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/jquery.masonry.min.js" id="jquery-masonry-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/be-gdpr/public/js/magnificpopup.min.js" id="gdprmagnificpopup-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/awsm-team-pro/js/team.min.js" id="awsm-team-js"></script> <script type="text/javascript" id="leadin-script-loader-js-js-extra"> /* <![CDATA[ */ var leadin_wordpress = {"userRole":"visitor","pageType":"archive","leadinPluginVersion":"11.1.66"}; /* ]]> */ </script> <script defer type="text/javascript" src="https://js.hs-scripts.com/1865444.js?integration=WordPress" id="leadin-script-loader-js-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/oshine-modules/public/js/vendor/asyncloader.min.js" id="asyncloader-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/accordion.min.js" id="jquery-ui-accordion-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-includes/js/jquery/ui/tabs.min.js" id="jquery-ui-tabs-js"></script> <script type="text/javascript" id="oshine-modules-js-extra"> /* <![CDATA[ */ var oshineModulesConfig = {"pluginUrl":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/","vendorScriptsUrl":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/","dependencies":{"asyncloader":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/asyncloader.min.js","backgroundcheck":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/backgroundcheck.min.js","backgroundposition":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/backgroundposition.min.js","be-modules-plugin":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/be-modules-plugin.min.js","beslider":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/beslider.min.js","countdown":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/countdown.min.js","easing":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/easing.min.js","easypiechart":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/easypiechart.min.js","fitvids":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/fitvids.min.js","fullscreenheight":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/fullscreenheight.min.js","hoverdir":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/hoverdir.min.js","imagesloaded":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/imagesloaded.min.js","isotope":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/isotope.min.js","justifiedgallery":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/justifiedgallery.min.js","magnificpopup":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/magnificpopup.min.js","mousewheel":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/mousewheel.min.js","owlcarousel":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/owlcarousel.min.js","photoswipe":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/photoswipe.min.js","resizetoparent":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/resizetoparent.min.js","rotate":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/rotate.min.js","tilt":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/tilt.min.js","typed":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/typed.min.js","vivusSVGanimation":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/vivusSVGanimation.min.js","waypoints":"https:\/\/odsc.com\/wp-content\/plugins\/oshine-modules\/public\/js\/vendor\/waypoints.min.js"}}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/oshine-modules/public/js/oshine-modules.min.js" id="oshine-modules-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/sg-cachepress/assets/js/lazysizes.min.js" id="siteground-optimizer-lazy-sizes-js-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/tatsu/public/js/vendor/es6-promise.auto.min.js" id="es6-promises-polyfill-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/tatsu/public/js/helpers.min.js" id="be-script-helpers-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/tatsu/public/js/vendor/debouncedresize.min.js" id="debouncedresize-js"></script> <script type="text/javascript" id="tatsu-js-extra"> /* <![CDATA[ */ var tatsuFrontendConfig = {"ajax_url":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php","pluginUrl":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu","vendorScriptsUrl":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/","mapsApiKey":"AIzaSyBApCqI3PUzglTtm3t6AdOqBfEH0sdhN6E","dependencies":{"anime":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/anime.min.js?ver=3.5.2","asyncloader":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/asyncloader.min.js?ver=3.5.2","backgroundposition":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/backgroundposition.min.js?ver=3.5.2","begrid":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/begrid.min.js?ver=3.5.2","countTo":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/countTo.min.js?ver=3.5.2","debouncedresize":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/debouncedresize.min.js?ver=3.5.2","es6-promise.auto":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/es6-promise.auto.min.js?ver=3.5.2","fitvids":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/fitvids.min.js?ver=3.5.2","flickity":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/flickity.min.js?ver=3.5.2","hoverintent":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/hoverintent.min.js?ver=3.5.2","imagesloaded":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/imagesloaded.min.js?ver=3.5.2","isotope":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/isotope.min.js?ver=3.5.2","magnificpopup":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/magnificpopup.min.js?ver=3.5.2","stickykit":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/stickykit.min.js?ver=3.5.2","superfish":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/superfish.min.js?ver=3.5.2","tatsuCarousel":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/tatsuCarousel.min.js?ver=3.5.2","tatsuColumnParallax":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/tatsuColumnParallax.min.js?ver=3.5.2","tatsuParallax":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/tatsuParallax.min.js?ver=3.5.2","tilt":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/tilt.min.js?ver=3.5.2","typed":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/typed.min.js?ver=3.5.2","unveil":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/unveil.min.js?ver=3.5.2","vivus":"https:\/\/odsc.com\/wp-content\/plugins\/tatsu\/public\/js\/vendor\/vivus.min.js?ver=3.5.2"},"slider_icons":{"left":"<svg viewBox=\"0 0 10 16\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\r\n<path opacity=\"0.999943\" d=\"M0 0L7 7.1759L0.343184 14\" transform=\"translate(9 15) rotate(-180)\" stroke-width=\"2\"\/>\r\n<\/svg>\r\n","right":"<svg viewBox=\"0 0 10 16\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\r\n<path d=\"M0 0L7 7.1759L0.343184 14\" transform=\"translate(1 1)\" stroke-width=\"2\"\/>\r\n<\/svg>\r\n"},"version":"3.5.2","recaptcha_type":"","recaptcha_site_key":"","tatsunonce":"b5d492ab54"}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/tatsu/public/js/tatsu.min.js" id="tatsu-js"></script> <script type="text/javascript" id="audioigniter-js-extra"> /* <![CDATA[ */ var aiStrings = {"play_title":"Play %s","pause_title":"Pause %s","previous":"Previous track","next":"Next track","toggle_list_repeat":"Toggle track listing repeat","toggle_track_repeat":"Toggle track repeat","toggle_list_visible":"Toggle track listing visibility","buy_track":"Buy this track","download_track":"Download this track","volume_up":"Volume Up","volume_down":"Volume Down","open_track_lyrics":"Open track lyrics","set_playback_rate":"Set playback rate","skip_forward":"Skip forward","skip_backward":"Skip backward","shuffle":"Shuffle"}; var aiStats = {"enabled":"","apiUrl":"https:\/\/odsc.com\/wp-json\/audioigniter\/v1"}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/audioigniter.min.js" id="audioigniter-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/gtm4wp-form-move-tracker.min.js" id="gtm4wp-form-move-tracker-js"></script> <script type="text/javascript" id="etn-public-js-extra"> /* <![CDATA[ */ var localized_data_obj = {"ajax_url":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php","site_url":"https:\/\/odsc.com","evnetin_pro_active":"1","locale_name":"en-us","start_of_week":"1","expired":"Expired","author_id":"0","scanner_common_msg":"Something went wrong! Please try again.","ticket_scanner_link":"https:\/\/odsc.com\/wp-admin\/edit.php?post_type=etn-attendee","attendee_form_validation_msg":{"email":{"invalid":"Email is not valid","empty":"Please fill the field"},"tel":{"empty":"Please fill the field","invalid":"Invalid phone number","only_number":"Only number allowed"},"text":"Please fill the field","number":"Please input a number","date":"Please fill the field","radio":"Please check the field"},"post_id":"104259"}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/etn-public.min.js" id="etn-public-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/themes/oshin/oshin/js/vendor/perfect-scrollbar.jquery.min.js" id="custom-scrollbar-js"></script> <script type="text/javascript" id="be-themes-script-js-js-extra"> /* <![CDATA[ */ var oshineThemeConfig = {"vendorScriptsUrl":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/","dependencies":{"asyncloader":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/asyncloader.min.js","backgroundcheck":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/backgroundcheck.min.js","backgroundposition":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/backgroundposition.min.js","classie":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/classie.min.js","easing":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/easing.min.js","fitvids":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/fitvids.min.js","flickity":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/flickity.min.js","fullscreenheight":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/fullscreenheight.min.js","galaxycanvas":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/galaxycanvas.min.js","greensock":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/greensock.min.js","horizontalcarousel":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/horizontalcarousel.min.js","hoverintent":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/hoverintent.min.js","imagesloaded":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/imagesloaded.min.js","isotope":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/isotope.min.js","magnificpopup":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/magnificpopup.min.js","mcustomscrollbar":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/mcustomscrollbar.min.js","modernizr":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/modernizr.min.js","mousewheel":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/mousewheel.min.js","multi_level_menu":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/multi_level_menu.min.js","old_menu_animation":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/old_menu_animation.min.js","page_stack_top":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/page_stack_top.min.js","patterncanvas":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/patterncanvas.min.js","perfect-scrollbar.jquery":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/perfect-scrollbar.jquery.min.js","perspective_navigation":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/perspective_navigation.min.js","request_animation_frame":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/request_animation_frame.min.js","resizetoparent":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/resizetoparent.min.js","scrolltosections":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/scrolltosections.min.js","simplebar":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/simplebar.min.js","simplebar_old":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/simplebar_old.min.js","sticky_sections":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/sticky_sections.min.js","stickykit":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/stickykit.min.js","superfish":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/superfish.min.js","transparentheader":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/transparentheader.min.js","waterdropcanvas":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/waterdropcanvas.min.js","webfont":"https:\/\/odsc.com\/wp-content\/themes\/oshin\/oshin\/js\/vendor\/webfont.min.js"}}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/themes/oshin/oshin/js/script.min.js" id="be-themes-script-js-js"></script> <script type="text/javascript" id="popup-maker-site-js-extra"> /* <![CDATA[ */ var pum_vars = {"version":"1.20.2","pm_dir_url":"https:\/\/odsc.com\/wp-content\/plugins\/popup-maker\/","ajaxurl":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php","restapi":"https:\/\/odsc.com\/wp-json\/pum\/v1","rest_nonce":null,"default_theme":"47574","debug_mode":"","disable_tracking":"","home_url":"\/","message_position":"top","core_sub_forms_enabled":"1","popups":[],"cookie_domain":"","analytics_route":"analytics","analytics_api":"https:\/\/odsc.com\/wp-json\/pum\/v1"}; var pum_sub_vars = {"ajaxurl":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php","message_position":"top"}; var pum_popups = {"pum-60769":{"triggers":[{"type":"click_open","settings":{"cookie_name":"","extra_selectors":".path1 a"}}],"cookies":[],"disable_on_mobile":true,"disable_on_tablet":false,"atc_promotion":null,"explain":null,"type_section":null,"theme_id":"47575","size":"normal","responsive_min_width":"0%","responsive_max_width":"100%","custom_width":"640px","custom_height_auto":false,"custom_height":"380px","scrollable_content":false,"animation_type":"fade","animation_speed":"350","animation_origin":"center top","open_sound":"none","custom_sound":"","location":"center top","position_top":"100","position_bottom":"0","position_left":"0","position_right":"0","position_from_trigger":false,"position_fixed":false,"overlay_disabled":false,"stackable":false,"disable_reposition":false,"zindex":"1999999999","close_button_delay":"0","fi_promotion":null,"close_on_form_submission":false,"close_on_form_submission_delay":"0","close_on_overlay_click":false,"close_on_esc_press":false,"close_on_f4_press":false,"disable_form_reopen":false,"disable_accessibility":false,"theme_slug":"lightbox","id":60769,"slug":"tree"}}; /* ]]> */ </script> <script defer type="text/javascript" src="//odsc.com/wp-content/uploads/pum/pum-site-scripts.js?defer" id="popup-maker-site-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/popup-maker/assets/js/vendor/mobile-detect.min.js" id="mobile-detect-js"></script> <script type="text/javascript" id="fca_pc_client_js-js-extra"> /* <![CDATA[ */ var fcaPcEvents = []; var fcaPcPost = {"title":"The Top Large Language Models Going Into 2024","type":"post","id":"104259","categories":["NLP"]}; var fcaPcOptions = {"pixel_types":[],"ajax_url":"https:\/\/odsc.com\/wp-admin\/admin-ajax.php","debug":"","edd_currency":"USD","nonce":"aa89b8bb23","utm_support":"","user_parameters":"","edd_enabled":"","edd_delay":"0","woo_enabled":"","woo_delay":"0","video_enabled":""}; /* ]]> */ </script> <script defer type="text/javascript" src="https://odsc.com/wp-content/plugins/facebook-conversion-pixel/pixel-cat.min.js" id="fca_pc_client_js-js"></script> <script defer type="text/javascript" src="https://odsc.com/wp-content/uploads/siteground-optimizer-assets/fca_pc_video_js.min.js" id="fca_pc_video_js-js"></script> <script type="text/javascript" src="https://cdn.onesignal.com/sdks/OneSignalSDK.js" id="remote_sdk-js" async="async" data-wp-strategy="async"></script> <script type="text/javascript" id="gt_widget_script_80755167-js-before"> /* <![CDATA[ */ window.gtranslateSettings = /* document.write */ window.gtranslateSettings || {};window.gtranslateSettings['80755167'] = {"default_language":"en","languages":["en","fr","de","pt","es"],"url_structure":"none","flag_style":"2d","flag_size":16,"alt_flags":{"pt":"brazil"},"flags_location":"\/wp-content\/plugins\/gtranslate\/flags\/"}; /* ]]> */ </script><script src="https://odsc.com/wp-content/plugins/gtranslate/js/base.js" data-no-optimize="1" data-no-minify="1" data-gt-orig-url="/blog/category/nlp/" data-gt-orig-domain="odsc.com" data-gt-widget-id="80755167" defer></script> <script type="text/javascript"> const chartData = [ { "Title": "September 30th : Network Analysis Make Simple", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "Live", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "October 6th : NLP Fundamentals", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "Live", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "October 12th : Introduction to Python Programming", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "Live", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "October 21st : Getting Started with Practical MLOps", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "Live", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "October 26th: Boocamp Warmup : Data Literacy", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "Live", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Tutorial", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "October 28th : Gradient Boosting", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "Live", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "October 26th: Boocamp Warmup : AI Literacy", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "Live", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Tutorial", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Complete Python Fundamentals", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Modern Data Acquisition using Python", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Machine Learning 101", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "SQL for Data Science", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Recommendation Systems in Python", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Machine Learning Foundations: Linear Algebra", "URL": "www.odsc.com/california", "Level": "Pre-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Mathematics and Statistics for Machine Learning", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 1", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Introduction to SQL", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 1", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Introduction to Python", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 1", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Introduction to Data Analysis", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 1", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Introduction to Machine Learning Using scikit-learn", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 1", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Introduction to Deep Learning", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 1", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Introduction to Intermediate Deep Learning with Tensorflow", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 2", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Deep Learning with Keras", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 2", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Transfer Learning in NLP", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 2", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "MLOps with Kubeflow & Kubernetes", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 2", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Causal Reinforcement Learning", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 2", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Reinforcement Learning with TF-Agents", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 2", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Security and Privacy in Machine Learning", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 2", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Building Machine Learning Pipelines", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 2", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Advanced Deep Learning with Tensorflow", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 3", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Reinforcement Learning for Human Language", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 3", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "NLP Word Embeddings", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 3", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Deep Learning for Detecting DeepFakes", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 3", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Machine Learning at Scale using Apache Spark", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 3", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Augmented & Decision Analytics", "URL": "www.odsc.com/california", "Level": "Bootcamp", "Level 1": "Day 3", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Data wrangingling", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "SQL", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Programming", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Supervised Learning", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Unsupervised Learning", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Reinforcement Learning", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Deep Learning", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "NLP", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Tools", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" }, { "Title": "Frameworks", "URL": "www.odsc.com/california", "Level": "Post-Bootcamp", "Level 1": "On-demand", "Level 2": "", "Level 3": "", "Level 4": "", "Level 5": "", "Type": "Training", "Duration": "90 Minutes", "Course Link": "www.someurl.com", "": "" } ]; function convertData(data) { let result = {}; let colors = ['cadetblue', 'cornflowerblue', 'darkseagreen', 'greenyellow', 'forestgreen', 'lightseagreen', 'orangered', 'mediumvioletred', 'yellow', 'saddlebrown', 'rosybrown', 'dimgray']; for (let item of data) { const level = item["Level"].trim(); const level1 = item["Level 1"].trim(); const level2 = item["Level 2"].trim(); const level3 = item["Level 3"].trim(); const level4 = item["Level 4"].trim(); const level5 = item["Level 5"].trim(); if (level && item.Title) { if (!result[level]) { result[level] = {}; } if (!level1) { result[level][item.Title] = item; continue; } if (!result[level][level1]) { result[level][level1] = {}; } if (!level2) { result[level][level1][item.Title] = item; continue; } if (!result[level][level1][level2]) { result[level][level1][level2] = {}; } if (!level3) { result[level][level1][level2][item.Title] = item; continue; } if (!result[level][level1][level2][level3]) { result[level][level1][level2][level3] = {}; } if (!level4) { result[level][level1][level2][level3][item.Title] = item; continue; } if (!result[level][level1][level2][level3][level4]) { result[level][level1][level2][level3][level4] = {}; } if (!level5) { result[level][level1][level2][level3][level4][item.Title] = item; continue; } result[level][level1][level2][level3][level4][level5][item.Title] = item; } } function convertChildrenAsArray(name, item, level, color) { if (item['Level']) { return { ...item, name: item['Title'], color, }; } let children = []; let index = 0; for (let key in item) { children.push(convertChildrenAsArray(key, item[key], level + 1, level === 0 ? colors[index] : color)); index ++; } return { name, children, color, }; } return convertChildrenAsArray("ODSC Bootcamp", result, 0, null); } const treeData = convertData(chartData); function drawChart(data) { d3.selectAll('.tooltip').remove(); d3.selectAll('#tree-container svg').remove(); const viewerWidth = window.innerWidth * 0.8; const viewerHeight = window.innerHeight - 16; const duration = 750; const levels = 6; const maxTextWith = 150; const lineHeight = 14; let hoveredPosition = { x: 0, y: 0 }; // Define the div for the tooltip let tooltip = d3.select("body").append("div") .attr("class", "tooltip") .style("opacity", 0); let nodeId = 0; let root; let tree = d3.layout.tree() .size([viewerHeight, viewerWidth]); // define a d3 diagonal projection for use by the node paths later on. const diagonal = d3.svg.diagonal() .projection(d => [d.y, d.x]); // Define the zoom function for the zoomable tree function zoom() { svgGroup.attr("transform", "translate(" + d3.event.translate + ")scale(" + d3.event.scale + ")"); } // define the zoomListener which calls the zoom function on the "zoom" event constrained within the scaleExtents const zoomListener = d3.behavior.zoom().scaleExtent([0.1, 3]).on("zoom", zoom); // define the baseSvg, attaching a class for styling and the zoomListener const baseSvg = d3.select("#tree-container").append("svg") .attr("width", viewerWidth) .attr("height", viewerHeight) .attr("class", "overlay") .on("mousemove", (d) => mouseOut(d)); // Function to collapse node function collapse(d) { if (d.children) { d._children = d.children; d._children.forEach(collapse); d.children = null; } } // Function to center node when clicked/dropped so node doesn't get lost when collapsing/moving with large amount of children. function centerNode(source) { let scale = zoomListener.scale(); let x = -source.y0; let y = -source.x0; x = x * scale + viewerWidth / 2; y = y * scale + viewerHeight / 2; d3.select('g').transition() .duration(duration) .attr("transform", "translate(" + x + "," + y + ")scale(" + scale + ")"); zoomListener.scale(scale); zoomListener.translate([x, y]); } // Toggle children function function toggleChildren(d) { if (d.children) { d._children = d.children; d.children = null; } else if (d._children) { d.children = d._children; d._children = null; } return d; } // Toggle children on click. function click(d) { if (d3.event.defaultPrevented) { return; } d = toggleChildren(d); update(d); if (d.children || d._children) { centerNode(d); } if (d.depth === 0) { if (d.children) { baseSvg.call(zoomListener); } else { baseSvg.on('.zoom', null); } } } // Get width of text function measureWidth(text) { const context = document.createElement("canvas").getContext("2d"); return context.measureText(text).width; } // Split string into words function splitWords(text, node) { const words = text.split(/\s+/g); // To hyphenate: /\s+|(?<=-)/ if (!words[words.length - 1]) { words.pop(); } else if (!words[0]) { words.shift(); } return { words, node }; } // Get lines from text when it overflows maxTextWidth function getLines(node) { let line; let lineWidth0 = Infinity; let lines = []; for (let i = 0, n = node.words.length; i < n; ++i) { let lineText1 = (line ? line.text + " " : "") + node.words[i]; let lineWidth1 = measureWidth(lineText1); if ((lineWidth0 + lineWidth1) / 2 < maxTextWith) { line.width = lineWidth0 = lineWidth1; line.text = lineText1; } else { lineWidth0 = measureWidth(node.words[i]); line = { width: lineWidth0, text: node.words[i], ...node.node, length: lines.length }; lines.push(line); } } return lines; } function mouseOver(d) { if (!d["Level"]) { return; } let html = ""; if (d["URL"]) { html += `<a target="_blank" rel="noopener">Course Link</a>`; } html += `<p><strong>Level: </strong>${d["Level"]}</p>`; if (d["Type"]) { html += `<p><strong>Type: </strong>${d["Type"]}</p>`; } if (d["Duration"]) { html += `<p><strong>Duration: </strong>${d["Duration"]}</p>`; } tooltip.transition() .duration(200) .style("opacity", .9); tooltip.html(html) .style("left", (d3.event.pageX) + "px") .style("top", (d3.event.pageY) + "px"); hoveredPosition = { x: d3.event.pageX, y: d3.event.pageY }; } function mouseOut(d) { if (hoveredPosition.x === 0 || (d3.event.pageX > hoveredPosition.x - 10 && d3.event.pageX < hoveredPosition.x + 150 && d3.event.pageY > hoveredPosition.y - 10 && d3.event.pageY < hoveredPosition.y + 90)) { return; } tooltip.transition() .duration(500) .style("opacity", 0); tooltip.html(null); } function update(source) { // Compute the new height, function counts total children of root node and sets tree height accordingly. // This prevents the layout looking squashed when new nodes are made visible or looking sparse when nodes are removed // This makes the layout more consistent. let levelWidth = [1]; const childCount = (level, n) => { if (n.children && n.children.length > 0) { if (levelWidth.length <= level + 1) { levelWidth.push(0); } levelWidth[level + 1] += n.children.length; n.children.forEach((d) => { childCount(level + 1, d); }); } }; childCount(0, root); const newHeight = d3.max(levelWidth) * (25 + (source.depth ? source.depth * 5 : 0)); // 25 pixels per line tree = tree.size([newHeight, viewerWidth]); // Compute the new tree layout. const nodes = tree.nodes(root).reverse(), links = tree.links(nodes); // Set widths between levels based on maxLabelLength. nodes.forEach((d) => { d.y = (d.depth * 300); d.x = d.x * 2.5; }); // Update the nodes… node = svgGroup.selectAll("g.node") .data(nodes, (d) => { return d.id || (d.id = ++nodeId); }); // Enter any new nodes at the parent's previous position. let nodeEnter = node.enter().append("g") .attr("class", "node") .attr("transform", (d) => { return "translate(" + source.y0 + "," + source.x0 + ")"; }) .on('click', click); nodeEnter.append("circle") .attr('class', 'nodeCircle') .attr("r", 0) .style("fill", (d) => { return d._children ? (d.color || "lightsteelblue") : "#fff"; }); let rect = nodeEnter.append("rect") .attr('class', 'nodeRect') .attr('x', (d) => 5) .attr('y', (d) => { return d.children || d._children ? 0 : -12 - getLines(splitWords(d.name, d)).length * 2; }) .attr('width', (d) => { return d.children || d._children ? 0 : 240; }) .attr('height', (d) => { return d.children || d._children ? 0 : getLines(splitWords(d.name, d)).length * 18; }) .attr('stroke', '#fff') .attr('fill', 'transparent') .attr('rx', 10); nodeEnter.append("text") .attr('class', 'nodeText') .attr("text-anchor", (d) => { return d.children || d._children ? "end" : "start"; }) .style("fill", (d) => { return d.children || d._children ? "#ddd" : "#fff"; }) .style("fill-opacity", 0) .on("mouseover", (d) => mouseOver(d)) .selectAll("tspan") .data(d => getLines(splitWords(d.name, d))) .enter() .append("tspan") .attr("x", (d) => { return d.children || d._children ? -8 : 8; }) .attr("y", (d, i) => i * lineHeight) .attr("dy", d => { if (d.children || d._children) { return '-1.2em'; } return '0em'; }) .text(d => d.text); // Change the circle fill depending on whether it has children and is collapsed node.select("circle.nodeCircle") .attr("r", d => { let maxChildLength = 0; if (d.children || d._children) { (d.children || d._children).forEach(c => { if ((c.children || c._children) && (c.children || c._children).length > maxChildLength) { maxChildLength = (c.children || c._children).length; } }); if ((d.children || d._children).length > maxChildLength) { maxChildLength = (d.children || d._children).length; } if (maxChildLength < 4) { maxChildLength = 4; } } else { maxChildLength = 1.5; } return (maxChildLength * 3 / 2) + "px"; }) .style("fill", (d) => { return d._children ? (d.color || "green") : "#fff"; }); // Transition nodes to their new position. let nodeUpdate = node.transition() .duration(duration) .attr("transform", (d) => { return "translate(" + d.y + "," + d.x + ")"; }); // Fade the text in nodeUpdate.select("text") .style("fill-opacity", 1); // Transition exiting nodes to the parent's new position. let nodeExit = node.exit().transition() .duration(duration) .attr("transform", (d) => { return "translate(" + source.y + "," + source.x + ")"; }) .remove(); nodeExit.select("circle") .attr("r", 0); nodeExit.select("text") .style("fill-opacity", 0); // Update the links… let link = svgGroup.selectAll("path.link") .data(links, (d) => { return d.target.id; }); // Enter any new links at the parent's previous position. link.enter().insert("path", "g") .attr("class", "link") .attr("stroke-width", d => { if (d.target.children || d.target._children) { return (d.target.children || d.target._children).length * 3 + "px"; } return "2px"; }) .attr("stroke", d => d.target.color || "#ccc") .attr("d", (d) => { const o = { x: source.x0, y: source.y0 }; return diagonal({ source: o, target: o }); }); // Transition links to their new position. link.transition() .duration(duration) .attr("d", diagonal); // Transition exiting nodes to the parent's new position. link.exit().transition() .duration(duration) .attr("d", (d) => { const o = { x: source.x, y: source.y }; return diagonal({ source: o, target: o }); }) .remove(); // Stash the old positions for transition. nodes.forEach((d) => { d.x0 = d.x; d.y0 = d.y; }); } // Append a group which holds all nodes and which the zoom Listener can act upon. let svgGroup = baseSvg.append("g"); // Define the root root = JSON.parse(JSON.stringify(data)); root.x0 = viewerHeight / 2; root.y0 = 0; // Layout the tree initially and center on the root node. collapse(root); update(root); centerNode(root); } drawChart(treeData); window.addEventListener('resize', () => { drawChart(treeData); });</script> <div id='icon_wrapper'><a target="_blank" class='fuse_social_icons_links' href='https://www.facebook.com/OPENDATASCI'> <i class='fa fa-facebook fb-awesome-social awesome-social'></i></a><br /><a target="_blank" class='fuse_social_icons_links' href='https://twitter.com/_odsc'> <i class='fa-brands fa-x-twitter tw-awesome-social awesome-social'></i></a><br /><a target="_blank" class='fuse_social_icons_links' href='https://www.linkedin.com/company/open-data-science/'> <i class='fa fa-linkedin linkedin-awesome-social awesome-social'></i></a><br /><a target="_blank" class='fuse_social_icons_links' href='https://www.youtube.com/c/OpenDataScienceCon'> <i class='fa fa-youtube youtube-awesome-social awesome-social'></i></a><br /><a target="_blank" class='fuse_social_icons_links' href='https://instagram.com/odsc/'> <i class='fa fa-instagram instagram-awesome-social awesome-social'></i></a><br /><a target="_blank" class='fuse_social_icons_links' href='https://bit.ly/35pfPZo'> <i class='fa fa-slack slack-awesome-social awesome-social'></i></a><br /><a target="_blank" class='fuse_social_icons_links' href='mailto:info@odsc.com'> <i class='fa fa-envelope envelope-awesome-social awesome-social'></i></a><br /> <div id="cookie-notice" role="dialog" class="cookie-notice-hidden cookie-revoke-hidden cn-position-bottom" aria-label="Cookie Notice" style="background-color: rgba(50,50,58,1);"><div class="cookie-notice-container" style="color: #fff"><span id="cn-notice-text" class="cn-text-container">We use cookies to ensure that we give you the best experience on our website. If you continue to use this site we will assume that you are happy with it.</span><span id="cn-notice-buttons" class="cn-buttons-container"><a href="#" id="cn-accept-cookie" data-cookie-set="accept" class="cn-set-cookie cn-button" aria-label="Confirm" style="background-color: #00a99d">Confirm</a><a href="#" id="cn-refuse-cookie" data-cookie-set="refuse" class="cn-set-cookie cn-button" aria-label="No" style="background-color: #00a99d">No</a><a href="https://odsc.com/privacy-policy/" target="_blank" id="cn-more-info" class="cn-more-info cn-button" aria-label="Privacy policy" style="background-color: #00a99d">Privacy policy</a></span><span id="cn-close-notice" data-cookie-set="accept" class="cn-close-icon" title="No"></span></div><div class="cookie-revoke-container" style="color: #fff"><span id="cn-revoke-text" class="cn-text-container">You can revoke your consent any time using the Revoke consent button.</span><span id="cn-revoke-buttons" class="cn-buttons-container"><a href="#" class="cn-revoke-cookie cn-button" aria-label="Revoke consent" style="background-color: #00a99d">Revoke consent</a></span></div></div>  <script> //jQuery(document).ready(function(){ jQuery(document).ready(function($){ function timeout() { setTimeout(function () { console.log('fired'); if(jQuery.fn.hasOwnProperty('magnificPopup')){ jQuery('.mptt-shortcode-wrapper').magnificPopup({ delegate: 'a', // child items selector, by clicking on it popup will open type: 'ajax', callbacks: { parseAjax: function(mfpResponse) { var title = $(mfpResponse.data).find('.post-title a').text(); var content = $(mfpResponse.data).find('.post-content').html(); mfpResponse.data ="<h4>"+title +'</h4>'+ content; } } }); } else{ timeout(); } }, 500); } if(jQuery('.mptt-shortcode-wrapper').length){ timeout(); } // jQuery('.mptt-shortcode-table:not(:first)').remove(); }); // }); </script>  <script type="text/javascript" id="hs-script-loader" async defer src="//js.hs-scripts.com/1865444.js"></script>  <script type="text/javascript"> adroll_adv_id = "MN7XH5FMX5AODAUTQ7LEYH"; adroll_pix_id = "4WF3QPQPGRHLJNYPUIJSDC"; /* OPTIONAL: provide email to improve user identification */ /* adroll_email = "username@example.com"; */ (function () { var _onload = function(){ if (document.readyState && !/loaded|complete/.test(document.readyState)){setTimeout(_onload, 10);return} if (!window.__adroll_loaded){__adroll_loaded=true;setTimeout(_onload, 50);return} var scr = document.createElement("script"); var host = (("https:" == document.location.protocol) ? "https://s.adroll.com" : "http://a.adroll.com"); scr.setAttribute('async', 'true'); scr.type = "text/javascript"; scr.src = host + "/j/roundtrip.js"; ((document.getElementsByTagName('head') || [null])[0] || document.getElementsByTagName('script')[0].parentNode).appendChild(scr); }; if (window.addEventListener) {window.addEventListener('load', _onload, false);} else {window.attachEvent('onload', _onload)} }()); </script>  <script type="text/javascript"> $(".parent").click(function(){ $(".parent").toggleClass("activated"); $(".faq_categories").toggleClass("activated"); $(".subcategories").toggleClass("activated"); }); </script></body></html>