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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://getaiplus.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://getaiplus.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 */ #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://staging5.odsc.com/wp-content/uploads/2018/05/DinnerDS.jpg);} .mptt-event-container.id-121,.mptt-event-container.id-64 { background-image: url(https://staging5.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://staging5.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>  <meta name="framework" content="Redux 4.1.29" />  <script class="hsq-set-content-id" data-content-id="standard-page"> var _hsq = _hsq || []; _hsq.push(["setContentType", "standard-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_browser .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> <link rel="alternate" type="application/rss+xml" title="Podcast RSS feed" href="https://aiplus.training/feed/podcast" /> <script type='text/javascript'> var video_popup_unprm_general_settings = { 'unprm_r_border': '' }; </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%; } } .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-left-side .current-menu-item > a, #navigation-right-side .current-menu-item > 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 !important; 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, .menu-card-item-stared { color: #00bcdd; } a.custom-like-button.no-liked{ color: rgba(255,255,255,0.5); } a.custom-like-button.liked{ color: rgba(255,255,255,1); } .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 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type-wp-timeline status-publish has-post-thumbnail hentry wpex_category-foundation-bootcamp" data-id="filter-3692_53760" href="https://aiplus.training/wp-content/uploads/2021/02/linear_algebra_100px.png" data-glightbox="descPosition: right;" data-class="exlb-3692"> <div class=" tl-ani"> <div class="glightbox-desc" style="display: none;" data-close-outsite="1"> <div class="extl-lightbox-info" id="extl-lb-537603692"> <div class="lb-image"> <img decoding="async" width="100" height="55" src="https://aiplus.training/wp-content/uploads/2021/02/linear_algebra_100px.png" class="attachment-full size-full wp-post-image" alt="" srcset="https://aiplus.training/wp-content/uploads/2021/02/linear_algebra_100px.png 100w, https://aiplus.training/wp-content/uploads/2021/02/linear_algebra_100px-91x50.png 91w, https://aiplus.training/wp-content/uploads/2021/02/linear_algebra_100px-50x28.png 50w" sizes="(max-width: 100px) 100vw, 100px" /> </div> <div class="lb-info"> <h3 class="lb-title">Linear Algebra for 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class="exp-lightbox-meta"></div> <p><p>Now available on-demand. The course includes the following modules</p> <ul> <li>Intro to Linear Algebra</li> <li>Linear Algebra II: Matrix Operations</li> </ul> <p>Over the course of studying this topic, you’ll:</p> <div class="cell border-box-sizing text_cell rendered"> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <ul> <li>Understand the fundamentals of linear algebra, a ubiquitous approach for solving for unknowns within high-dimensional spaces.</li> <li>Develop a geometric intuition of what’s going on beneath the hood of machine learning algorithms, including those used for deep learning.</li> <li>Be able to more intimately grasp the details of machine learning papers as well as all of the other subjects that underlie ML, including calculus, statistics, and</li> <li>Develop a geometric intuition of what’s going on beneath the hood of machine learning algorithms, including those used for deep learning.</li> <li>Be able to more intimately grasp the details of machine learning papers as well as all of the other subjects that underlie ML, including calculus, statistics, and optimization algorithms.</li> <li>Reduce the dimensionality of complex spaces down to their most informative elements with techniques such as eigendecomposition, singular value decomposition, and principal components analysis</li> </ul> </div> </div> </div> </p> </div> <style type="text/css"> #extl-lb-537603692 .lb-info h3.lb-title:after{ border-color: #00e380 } </style> </div> </div> <div class="wpex-timeline-label"> <a href="javascript:;" title="Linear Algebra for Machine Learning" class="il-img"> <img decoding="async" width="100" height="55" src="https://aiplus.training/wp-content/uploads/2021/02/linear_algebra_100px.png" class="attachment-200px size-200px wp-post-image" alt="" srcset="https://aiplus.training/wp-content/uploads/2021/02/linear_algebra_100px.png 100w, https://aiplus.training/wp-content/uploads/2021/02/linear_algebra_100px-91x50.png 91w, https://aiplus.training/wp-content/uploads/2021/02/linear_algebra_100px-50x28.png 50w" sizes="(max-width: 100px) 100vw, 100px" /> </a> <div class="timeline-details"> <h2 class="tl-title"> <span class="tll-date"> Available On-Demand </span> <a href="javascript:;" title="Linear Algebra for Machine Learning">Linear Algebra for Machine Learning</a> <div class="wpex-timeline-icon"> <a href="javascript:;" title="Linear Algebra for Machine Learning"><i class="fa fa-skypefa-skype icon-img"></i></a> </div> </h2> <div class="tlct-shortdes"> <p>This topic, Intro to Linear Algebra, is the first in the Machine Learning Foundations series. It is essential because linear algebra lies at the heart of most machine learning approaches and is especially predominant in deep learning, the branch of ML at the forefront of today’s artificial intelligence advances. </p> </div> <div class="wptl-readmore-center"> <a href="javascript:;" title="Linear Algebra for Machine Learning"> Learn More <i class="fa fa-long-arrow-right" aria-hidden="true"></i> </a> </div> </div> </div> </div> <style type="text/css"> .wpex-timeline-list li.post-53760 .wpex-timeline-icon .fa.no-icon:before{ background:url(https://aiplus.training/wp-content/uploads/2021/02/deep-learing-icon.png); background-repeat: no-repeat; background-size: 100% auto; background-position: center;} .wpex-timeline-list.show-clean li.post-53760 .wpex-timeline-icon .fa:not(.no-icon):before, .wpex-timeline-list.show-clean li.post-53760 .wptl-readmore-center a, .wpex-timeline-list.show-clean .wpex-timeline > li.post-53760 .wpex-timeline-label h2{color:#00e380;} .show-clean 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class="exp-lightbox-meta"></div> <p><p>Now available on-demand. The course includes the following modules</p> <ul> <li>Calculus I: Limits & Derivatives</li> <li>Calculus II: Partial Derivatives & Integrals</li> </ul> <p>Over the course of studying this topic, you’ll:</p> <ul> <li>Develop an understanding of what’s going on beneath the hood of machine learning algorithms, including those used for deep learning.</li> <li>Be able to more intimately grasp the details of machine learning papers as well as many of the other subjects that underlie ML, including partial-derivative calculus, statistics, and optimization algorithms.</li> <li>Compute the derivatives of functions, including by using AutoDiff in the popular TensorFlow 2 and PyTorch libraries.</li> <li>Develop an understanding of what’s going on beneath the hood of machine learning algorithms, including those used for deep learning.</li> <li>Be able to grasp the details of the partial-derivative, multivariate calculus that is common in machine learning papers as well as many in other subjects that underlie ML, including information theory and optimization algorithms.</li> <li>Use integral calculus to determine the area under any given curve, a recurring task in ML applied, for example, to evaluate model performance by calculating the ROC AUC metric.</li> </ul> </p> </div> <style type="text/css"> #extl-lb-537673692 .lb-info h3.lb-title:after{ border-color: #00e380 } </style> </div> </div> <div class="wpex-timeline-label"> <a href="javascript:;" title="Calculus for Machine Learning" class="il-img"> <img decoding="async" width="100" height="53" src="https://aiplus.training/wp-content/uploads/2021/02/calculus.png" class="attachment-200px size-200px wp-post-image" alt="" srcset="https://aiplus.training/wp-content/uploads/2021/02/calculus.png 100w, https://aiplus.training/wp-content/uploads/2021/02/calculus-94x50.png 94w, https://aiplus.training/wp-content/uploads/2021/02/calculus-50x27.png 50w" sizes="(max-width: 100px) 100vw, 100px" /> </a> <div class="timeline-details"> <h2 class="tl-title"> <span class="tll-date"> Available On-Demand </span> <a href="javascript:;" title="Calculus for Machine Learning">Calculus for Machine Learning</a> <div class="wpex-timeline-icon"> <a href="javascript:;" title="Calculus for Machine Learning"><i class="fa fa-skypefa-skype icon-img"></i></a> </div> </h2> <div class="tlct-shortdes"> <p>This topic, Calculus I: Limits & Derivatives, introduces the mathematical field of calculus -- the study of rates of change -- from the ground up. It is essential because computing derivatives via differentiation is the basis of optimizing most machine learning algorithms, including those used in deep learning</p> </div> <div class="wptl-readmore-center"> <a href="javascript:;" title="Calculus for Machine Learning"> Learn More <i class="fa fa-long-arrow-right" aria-hidden="true"></i> </a> </div> </div> </div> </div> <style type="text/css"> .wpex-timeline-list li.post-53767 .wpex-timeline-icon .fa.no-icon:before{ background:url(https://aiplus.training/wp-content/uploads/2021/02/deep-learing-icon.png); background-repeat: no-repeat; background-size: 100% auto; background-position: center;} .wpex-timeline-list.show-clean li.post-53767 .wpex-timeline-icon .fa:not(.no-icon):before, .wpex-timeline-list.show-clean li.post-53767 .wptl-readmore-center a, .wpex-timeline-list.show-clean .wpex-timeline > li.post-53767 .wpex-timeline-label h2{color:#00e380;} .show-clean .wpex-timeline > li.post-53767 .wpex-timeline-icon .fa{background:#00e380} </style> </li><li class="filter-3692_53769 extllightbox exlb-3692 post-53769 wp-timeline type-wp-timeline status-publish has-post-thumbnail hentry wpex_category-foundation-bootcamp" data-id="filter-3692_53769" href="https://aiplus.training/wp-content/uploads/2021/02/calculus.png" data-glightbox="descPosition: right;" data-class="exlb-3692"> <div class=" tl-ani"> <div class="glightbox-desc" style="display: none;" data-close-outsite="1"> <div class="extl-lightbox-info" id="extl-lb-537693692"> <div class="lb-image"> <img decoding="async" width="100" height="53" src="https://aiplus.training/wp-content/uploads/2021/02/calculus.png" class="attachment-full size-full wp-post-image" alt="" srcset="https://aiplus.training/wp-content/uploads/2021/02/calculus.png 100w, https://aiplus.training/wp-content/uploads/2021/02/calculus-94x50.png 94w, https://aiplus.training/wp-content/uploads/2021/02/calculus-50x27.png 50w" sizes="(max-width: 100px) 100vw, 100px" /> </div> <div class="lb-info"> <h3 class="lb-title">Probability and Statistics</h3> <span><i class="fa fa-calendar"></i>Available On-Demand</span> <div class="wpex-social-share"> <div class="wptl-social-share"> <span class="facebook"> <a class="trasition-all" title="Share on Facebook" href="#" target="_blank" rel="nofollow" onclick="window.open('https://www.facebook.com/sharer/sharer.php?u='+'https%3A%2F%2Faiplus.training%2Ftimeline%2Fmarch-25-probability-and-statistics','facebook-share-dialog','width=626,height=436');return false;"><i class="fa fa-facebook"></i>Share on Facebook </a> </span> <span class="twitter"> <a class="trasition-all" href="#" title="Share on Twitter" rel="nofollow" target="_blank" onclick="window.open('http://twitter.com/share?text=Probability+and+Statistics&url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fmarch-25-probability-and-statistics','twitter-share-dialog','width=626,height=436');return false;"><i class="fa fa-twitter"></i> Share on Twitter </a> </span> <span class="linkedin"> <a class="trasition-all" href="#" title="Share on LinkedIn" rel="nofollow" target="_blank" onclick="window.open('http://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fmarch-25-probability-and-statistics&title=Probability+and+Statistics&source=Open+Data+Science+Conference','linkedin-share-dialog','width=626,height=436');return false;"><i class="fa fa-linkedin"></i> Share on LinkedIn </a> </span> <span class="tumblr"> <a class="trasition-all" href="#" title="Share on Tumblr" rel="nofollow" target="_blank" onclick="window.open('http://www.tumblr.com/share/link?url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fmarch-25-probability-and-statistics&name=Probability+and+Statistics','tumblr-share-dialog','width=626,height=436');return false;"><i class="fa fa-tumblr"></i> Share on Tumblr </a> </span> <span class="pinterest"> <a class="trasition-all" href="#" title="Pin this" rel="nofollow" target="_blank" onclick="window.open('//pinterest.com/pin/create/button/?url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fmarch-25-probability-and-statistics&media=https%3A%2F%2Faiplus.training%2Fwp-content%2Fuploads%2F2021%2F02%2Fcalculus.png&description=Probability+and+Statistics','pin-share-dialog','width=626,height=436');return false;"><i class="fa fa-pinterest"></i> Pin this </a> </span> <span class="vk"> <a class="trasition-all" href="#" title="Share on VK" rel="nofollow" target="_blank" onclick="window.open('//vkontakte.ru/share.php?url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fmarch-25-probability-and-statistics','vk-share-dialog','width=626,height=436');return false;"><i class="fa fa-vk"></i> Share on VK </a> </span> <span class="email"> <a class="trasition-all" href="mailto:?subject=Probability+and+Statistics&body=https%3A%2F%2Faiplus.training%2Ftimeline%2Fmarch-25-probability-and-statistics" title="Email this"><i class="fa fa-envelope"></i> Email this </a> </span> </div> </div> <div class="exp-lightbox-meta"></div> <p><p>Now available on-demand. The course includes the following module</p> <ul> <li>Probability and Information Theory</li> <li>Intro to Statistics</li> </ul> <p>Over the course of studying this topic, you’ll:</p> <ul> <li>Develop an understanding of what’s going on beneath the hood of predictive statistical models and machine learning algorithms, including those used for deep learning.</li> <li>Understand the appropriate variable type and probability distribution for representing a given class of data, as well as the standard techniques for assessing the relationships between distributions.</li> <li>Apply information theory to quantify the proportion of valuable signal that’s present amongst the noise of a given probability distribution.</li> <li>Develop an understanding of what’s going on beneath the hood of predictive statistical models and machine learning algorithms, including those used for deep learning.</li> <li>Hypothesize about and critically evaluate the inputs and outputs of machine learning algorithms using essential statistical tools such as the t-test, ANOVA, and R-squared.</li> <li>Use historical data to predict the future using regression models that take advantage of frequentist statistical theory (for smaller data sets) and modern machine learning theory (for larger data sets), including why we may want to consider applying deep learning to a given problem.</li> </ul> </p> </div> <style type="text/css"> #extl-lb-537693692 .lb-info h3.lb-title:after{ border-color: #00e380 } </style> </div> </div> <div class="wpex-timeline-label"> <a href="javascript:;" title="Probability and Statistics" class="il-img"> <img decoding="async" width="100" height="53" src="https://aiplus.training/wp-content/uploads/2021/02/calculus.png" class="attachment-200px size-200px wp-post-image" alt="" srcset="https://aiplus.training/wp-content/uploads/2021/02/calculus.png 100w, https://aiplus.training/wp-content/uploads/2021/02/calculus-94x50.png 94w, https://aiplus.training/wp-content/uploads/2021/02/calculus-50x27.png 50w" sizes="(max-width: 100px) 100vw, 100px" /> </a> <div class="timeline-details"> <h2 class="tl-title"> <span class="tll-date"> Available On-Demand </span> <a href="javascript:;" title="Probability and Statistics">Probability and Statistics</a> <div class="wpex-timeline-icon"> <a href="javascript:;" title="Probability and Statistics"><i class="fa fa-skypefa-skype icon-img"></i></a> </div> </h2> <div class="tlct-shortdes"> <p>Probability & Information Theory introduces the mathematical fields that enable us to quantify uncertainty as well as to make predictions despite uncertainty. These fields are essential because ML algorithms are both trained by imperfect data and deployed into noisy, real-world scenarios.</p> </div> <div class="wptl-readmore-center"> <a href="javascript:;" title="Probability and Statistics"> Learn More <i class="fa fa-long-arrow-right" aria-hidden="true"></i> </a> </div> </div> </div> </div> <style type="text/css"> .wpex-timeline-list li.post-53769 .wpex-timeline-icon .fa.no-icon:before{ background:url(https://aiplus.training/wp-content/uploads/2021/02/deep-learing-icon.png); background-repeat: no-repeat; background-size: 100% auto; background-position: center;} .wpex-timeline-list.show-clean li.post-53769 .wpex-timeline-icon .fa:not(.no-icon):before, .wpex-timeline-list.show-clean li.post-53769 .wptl-readmore-center a, .wpex-timeline-list.show-clean .wpex-timeline > li.post-53769 .wpex-timeline-label h2{color:#00e380;} .show-clean .wpex-timeline > li.post-53769 .wpex-timeline-icon .fa{background:#00e380} </style> </li><li class="filter-3692_53773 extllightbox exlb-3692 post-53773 wp-timeline type-wp-timeline status-publish has-post-thumbnail hentry wpex_category-foundation-bootcamp" data-id="filter-3692_53773" href="https://aiplus.training/wp-content/uploads/2021/02/calculus.png" data-glightbox="descPosition: right;" data-class="exlb-3692"> <div class=" tl-ani"> <div class="glightbox-desc" style="display: none;" data-close-outsite="1"> <div class="extl-lightbox-info" id="extl-lb-537733692"> <div class="lb-image"> <img decoding="async" width="100" height="53" src="https://aiplus.training/wp-content/uploads/2021/02/calculus.png" class="attachment-full size-full wp-post-image" alt="" srcset="https://aiplus.training/wp-content/uploads/2021/02/calculus.png 100w, https://aiplus.training/wp-content/uploads/2021/02/calculus-94x50.png 94w, https://aiplus.training/wp-content/uploads/2021/02/calculus-50x27.png 50w" sizes="(max-width: 100px) 100vw, 100px" /> </div> <div class="lb-info"> <h3 class="lb-title">Computer Science</h3> <span><i class="fa fa-calendar"></i>Available On-Demand</span> <div class="wpex-social-share"> <div class="wptl-social-share"> <span class="facebook"> <a class="trasition-all" title="Share on Facebook" href="#" target="_blank" rel="nofollow" onclick="window.open('https://www.facebook.com/sharer/sharer.php?u='+'https%3A%2F%2Faiplus.training%2Ftimeline%2Fcomputer-science','facebook-share-dialog','width=626,height=436');return false;"><i class="fa fa-facebook"></i>Share on Facebook </a> </span> <span class="twitter"> <a class="trasition-all" href="#" title="Share on Twitter" rel="nofollow" target="_blank" onclick="window.open('http://twitter.com/share?text=Computer+Science&url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fcomputer-science','twitter-share-dialog','width=626,height=436');return false;"><i class="fa fa-twitter"></i> Share on Twitter </a> </span> <span class="linkedin"> <a class="trasition-all" href="#" title="Share on LinkedIn" rel="nofollow" target="_blank" onclick="window.open('http://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fcomputer-science&title=Computer+Science&source=Open+Data+Science+Conference','linkedin-share-dialog','width=626,height=436');return false;"><i class="fa fa-linkedin"></i> Share on LinkedIn </a> </span> <span class="tumblr"> <a class="trasition-all" href="#" title="Share on Tumblr" rel="nofollow" target="_blank" onclick="window.open('http://www.tumblr.com/share/link?url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fcomputer-science&name=Computer+Science','tumblr-share-dialog','width=626,height=436');return false;"><i class="fa fa-tumblr"></i> Share on Tumblr </a> </span> <span class="pinterest"> <a class="trasition-all" href="#" title="Pin this" rel="nofollow" target="_blank" onclick="window.open('//pinterest.com/pin/create/button/?url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fcomputer-science&media=https%3A%2F%2Faiplus.training%2Fwp-content%2Fuploads%2F2021%2F02%2Fcalculus.png&description=Computer+Science','pin-share-dialog','width=626,height=436');return false;"><i class="fa fa-pinterest"></i> Pin this </a> </span> <span class="vk"> <a class="trasition-all" href="#" title="Share on VK" rel="nofollow" target="_blank" onclick="window.open('//vkontakte.ru/share.php?url=https%3A%2F%2Faiplus.training%2Ftimeline%2Fcomputer-science','vk-share-dialog','width=626,height=436');return false;"><i class="fa fa-vk"></i> Share on VK </a> </span> <span class="email"> <a class="trasition-all" href="mailto:?subject=Computer+Science&body=https%3A%2F%2Faiplus.training%2Ftimeline%2Fcomputer-science" title="Email this"><i class="fa fa-envelope"></i> Email this </a> </span> </div> </div> <div class="exp-lightbox-meta"></div> <p><p>Now available on-demand. The course includes the following modules</p> <ul> <li>Algorithms and Data Structures</li> <li>Optimization</li> </ul> <p>Over the course of studying this topic, you’ll:</p> <ul> <li>Use “Big O” notation to characterize the time efficiency and space efficiency of a given algorithm, enabling you to select or devise the most sensible approach for tackling a particular machine learning problem with the hardware resources available to you.</li> <li>Get acquainted with the entire range of the most widely-used Python data structures, including list-, dictionary-, tree-, and graph-based structures.</li> <li>Develop an understanding of all of the essential algorithms for working with data, including those for searching, sorting, hashing, and traversing.</li> <li>Discover how the statistical and machine learning approaches to optimization differ, and why you would select one or the other for a given problem you’re solving.</li> <li>Find out how the extremely versatile (stochastic) gradient descent optimization algorithm works, including how to apply it — from a low, in-depth level as well as from a high, abstracted level — within the most popular deep learning libraries, Tensorflow and PyTorch</li> <li>Get acquainted with the “fancy” optimizers that are available for advanced machine learning approaches (e.g., deep learning) and when you should consider using them.</li> </ul> </p> </div> <style type="text/css"> #extl-lb-537733692 .lb-info h3.lb-title:after{ border-color: #00e380 } </style> </div> </div> <div class="wpex-timeline-label"> <a href="javascript:;" title="Computer Science" class="il-img"> <img decoding="async" width="100" height="53" src="https://aiplus.training/wp-content/uploads/2021/02/calculus.png" class="attachment-200px size-200px wp-post-image" alt="" srcset="https://aiplus.training/wp-content/uploads/2021/02/calculus.png 100w, https://aiplus.training/wp-content/uploads/2021/02/calculus-94x50.png 94w, https://aiplus.training/wp-content/uploads/2021/02/calculus-50x27.png 50w" sizes="(max-width: 100px) 100vw, 100px" /> </a> <div class="timeline-details"> <h2 class="tl-title"> <span class="tll-date"> Available On-Demand </span> <a href="javascript:;" title="Computer Science">Computer Science</a> <div class="wpex-timeline-icon"> <a href="javascript:;" title="Computer Science"><i class="fa fa-skypefa-skype icon-img"></i></a> </div> </h2> <div class="tlct-shortdes"> <p>This session, Algorithms & Data Structures, introduces the most important computer science topics for machine learning, enabling you to design and deploy computationally efficient data models.</p> </div> <div class="wptl-readmore-center"> <a href="javascript:;" title="Computer Science"> Learn More <i class="fa fa-long-arrow-right" aria-hidden="true"></i> </a> </div> </div> </div> </div> <style type="text/css"> .wpex-timeline-list li.post-53773 .wpex-timeline-icon .fa.no-icon:before{ background:url(https://aiplus.training/wp-content/uploads/2021/02/deep-learing-icon.png); background-repeat: no-repeat; background-size: 100% auto; background-position: center;} .wpex-timeline-list.show-clean li.post-53773 .wpex-timeline-icon .fa:not(.no-icon):before, .wpex-timeline-list.show-clean li.post-53773 .wptl-readmore-center a, .wpex-timeline-list.show-clean .wpex-timeline > li.post-53773 .wpex-timeline-label h2{color:#00e380;} .show-clean .wpex-timeline > li.post-53773 .wpex-timeline-icon .fa{background:#00e380} </style> </li> </ul> <div class="wpex-loadmore wpex-endlabel"><span>End</span></div> </div> <div class="exclearfix"></div> <br /> <style>.tatsu-C97RLIaQa{padding: 0px 20px 0px 20px;border-style: solid;border-width: 2px 2px 2px 2px;border-color: rgba(74,74,74,1); }</style></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-cuUe4oGgR.tatsu-column{width: 100%;}.tatsu-cuUe4oGgR.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-cuUe4oGgR > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-cuUe4oGgR > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-cuUe4oGgR > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-cuUe4oGgR > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-cuUe4oGgR.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-cuUe4oGgR.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-cuUe4oGgR.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-sydZbqeGKf.tatsu-section{background-color: rgba(0,0,0,1);}.tatsu-sydZbqeGKf .tatsu-section-pad{padding: 0px 0px 41px 0px;}.tatsu-sydZbqeGKf .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-sydZbqeGKf > .tatsu-bottom-divider{z-index: 9999;}.tatsu-sydZbqeGKf > .tatsu-top-divider{z-index: 9999;}.tatsu-sydZbqeGKf .tatsu-section-overlay{mix-blend-mode: normal;}</style></div><div class="tatsu-6IxlWm4t6I tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"40px 0px 51px 0px"}' data-padding-top='40px'><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-dt0ym2XLSr" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-G4gATvDVa" 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-vp16Wg_MD "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-vp16Wg_MD.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="font-size: 36pt;"><span style="color: #00e380;">Meet Your Instructor</span> <span style="color: #ffffff;">: Dr. Jon Krohn </span></span></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-G4gATvDVa.tatsu-column{width: 100%;}.tatsu-G4gATvDVa.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-G4gATvDVa > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-G4gATvDVa > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-G4gATvDVa > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-G4gATvDVa > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-G4gATvDVa.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-G4gATvDVa.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-G4gATvDVa.tatsu-column{width: 100%;}}</style></div></div></div><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-4gktepdvlu" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-g2_EpZBJH" 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-video tatsu-hosted-wrap tatsu-suBJK9Vba " ><style>.tatsu-suBJK9Vba{border-color: rgba(65,117,5,1); border-radius: 10px;}</style><video width = "100%" controls controlsList="nodownload" poster = "https://aiplus.training/wp-content/uploads/2021/08/foundstions-jk-copy.png" ><source src="https://aiplus.training/wp-content/uploads/2021/02/jon_khron_fundamentals_bootcamp_promo_vidoe1.mp4" type="video/mp4"></video></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-g2_EpZBJH.tatsu-column{width: 100%;}.tatsu-g2_EpZBJH.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-g2_EpZBJH > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-g2_EpZBJH > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-g2_EpZBJH > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-g2_EpZBJH > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-g2_EpZBJH.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-g2_EpZBJH.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-g2_EpZBJH.tatsu-column{width: 100%;}}</style></div></div></div><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-7w5GragryG" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-RNsYbpAfU" 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-ks3zX5Xyd tatsu-hide-mobile "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-ks3zX5Xyd.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}.tatsu-ks3zX5Xyd.tatsu-text-block-wrap .tatsu-text-inner *{font-family : "Roboto",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-size : 12px;}</style> <p><span style="color: #ffffff; font-size: 14pt;"><strong>Jon Krohn</strong> is Chief Data Scientist at the machine learning company, untapt. He authored the 2019 book Deep Learning Illustrated, an instant #1 bestseller that was translated into six languages. Jon is renowned for his compelling lectures, which he offers in-person at Columbia University, New York University, and the NYC Data Science Academy. Jon holds a Ph.D. in Neuroscience from Oxford and has been publishing on machine learning In leading academic journals since 2010; his papers have been cited over a thousand times. </span></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-RNsYbpAfU.tatsu-column{width: 100%;}.tatsu-RNsYbpAfU.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-RNsYbpAfU > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-RNsYbpAfU > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-RNsYbpAfU > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-RNsYbpAfU > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-RNsYbpAfU.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-RNsYbpAfU.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-RNsYbpAfU.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-6IxlWm4t6I.tatsu-section{background-color: rgba(0,0,0,1);}.tatsu-6IxlWm4t6I .tatsu-section-pad{padding: 40px 0px 51px 0px;}.tatsu-6IxlWm4t6I .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-6IxlWm4t6I > .tatsu-bottom-divider{z-index: 9999;}.tatsu-6IxlWm4t6I > .tatsu-top-divider{z-index: 9999;}.tatsu-6IxlWm4t6I .tatsu-section-overlay{mix-blend-mode: normal;}</style></div><div class="tatsu-gtdo2gssn4c93k0p tatsu-section tatsu-bg-overlay tatsu-prevent-overflow tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"21px 0px 90px 0px"}' data-padding-top='21px'><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-gtdo2gssq180mh2c" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-gtdo2gsstndu3uf5" 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-gtdo2gsswb551o8t "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-gtdo2gsswb551o8t.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: center;border-style: solid;border-width: 2px 2px 2px 1px;border-color: rgba(74,144,226,1); }.tatsu-gtdo2gsswb551o8t.tatsu-text-block-wrap .tatsu-text-inner *{font-family : "Roboto",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;text-transform : capitalize;font-size : 20px;line-height : 50px;letter-spacing : 2px;}</style> <h2><span style="color: #ffffff; font-size: 24pt;">Student Testimonials</span></h2> </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-gtdo2gsstndu3uf5.tatsu-column{width: 100%;}.tatsu-gtdo2gsstndu3uf5.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-gtdo2gsstndu3uf5 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-gtdo2gsstndu3uf5 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-gtdo2gsstndu3uf5 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-gtdo2gsstndu3uf5 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-gtdo2gsstndu3uf5.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-gtdo2gsstndu3uf5.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-gtdo2gsstndu3uf5.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-three-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-B12UO1TQyO" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-GN7wbTzc2a" 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-icon-group tatsu-F2UZj-cBr " ><style>.tatsu-F2UZj-cBr.tatsu-icon-group{text-align: center;margin: 0px 0px 0px 0px;}</style><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-Sq0ldXRayJ "><style>.tatsu-Sq0ldXRayJ .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-Sq0ldXRayJ{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-1sQn3iibXv "><style>.tatsu-1sQn3iibXv .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-1sQn3iibXv{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-PGROtPnBgx "><style>.tatsu-PGROtPnBgx .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-PGROtPnBgx{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-dGnGdVClDk "><style>.tatsu-dGnGdVClDk .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-dGnGdVClDk{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-OH6V8_nCd9 "><style>.tatsu-OH6V8_nCd9 .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-OH6V8_nCd9{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div></div><div class="tatsu-module tatsu-text-block-wrap tatsu-N4xzx8f7N "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-N4xzx8f7N.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}.tatsu-N4xzx8f7N.tatsu-text-block-wrap{margin: 0px 0px 39px 0px;}</style> <p style="text-align: center;"><span style="font-size: 12pt;"><span style="color: #ffffff;">“<span style="font-weight: 400;">A better experience with calculus than I have had in the past, certainly! looking forward to the next topics – thanks Jon!</span>“</span> </span></p> <p style="text-align: center;"><span style="color: #ffffff;"><b><i>Kenyon Maree, Teaching Fellow</i></b></span></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-GN7wbTzc2a.tatsu-column{width: 33.33%;}.tatsu-GN7wbTzc2a.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-GN7wbTzc2a > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-GN7wbTzc2a > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-GN7wbTzc2a > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-GN7wbTzc2a > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-GN7wbTzc2a.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-GN7wbTzc2a.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-GN7wbTzc2a.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-Hcr4mRMrdI" 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-icon-group tatsu-gteg4eixywbq9yik " ><style>.tatsu-gteg4eixywbq9yik.tatsu-icon-group{text-align: center;margin: 0px 0px 0px 0px;}</style><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-gteg4eiy2gas7ilo "><style>.tatsu-gteg4eiy2gas7ilo .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-gteg4eiy2gas7ilo{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-gteg4eiy3j7368lw "><style>.tatsu-gteg4eiy3j7368lw .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-gteg4eiy3j7368lw{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-gteg4eiy462j3e7p "><style>.tatsu-gteg4eiy462j3e7p .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-gteg4eiy462j3e7p{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-gteg4eiy4rbee269 "><style>.tatsu-gteg4eiy4rbee269 .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-gteg4eiy4rbee269{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-gteg4eiy5o2z2q59 "><style>.tatsu-gteg4eiy5o2z2q59 .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-gteg4eiy5o2z2q59{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div></div><div class="tatsu-module tatsu-text-block-wrap tatsu-gYhNtMjEa "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-gYhNtMjEa.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: center;color: rgba(255,255,255,1) ;}.tatsu-gYhNtMjEa.tatsu-text-block-wrap{margin: 0px 0px 39px 0px;}.tatsu-gYhNtMjEa .tatsu-text-inner *{color: rgba(255,255,255,1) ;}</style> <p style="text-align: center;">“<span style="font-weight: 400;">Excellent, no critics.”</span><span style="font-weight: 400;"><br /> </span></p> <p style="text-align: center;"><strong><em>Sami Bahigr, Researcher</em></strong></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-Hcr4mRMrdI.tatsu-column{width: 33.33%;}.tatsu-Hcr4mRMrdI.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-Hcr4mRMrdI > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-Hcr4mRMrdI > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-Hcr4mRMrdI > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-Hcr4mRMrdI > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-Hcr4mRMrdI.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-Hcr4mRMrdI.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-Hcr4mRMrdI.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-91_YmOBvl" 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-icon-group tatsu-HJecsnNRr " ><style>.tatsu-HJecsnNRr.tatsu-icon-group{text-align: center;margin: 0px 0px 0px 0px;}</style><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-7tBZqDZ_9m "><style>.tatsu-7tBZqDZ_9m .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-7tBZqDZ_9m{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-0CciRIM0Sz "><style>.tatsu-0CciRIM0Sz .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-0CciRIM0Sz{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-a7pE_dfCj7 "><style>.tatsu-a7pE_dfCj7 .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-a7pE_dfCj7{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-oDahIHBY5U "><style>.tatsu-oDahIHBY5U .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-oDahIHBY5U{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div><div class="tatsu-module tatsu-normal-icon tatsu-icon-shortcode align-none tatsu-hA1HwdIs6q "><style>.tatsu-hA1HwdIs6q .tatsu-icon{color: rgba(126,211,33,1) ;}.tatsu-hA1HwdIs6q{border-width: 0px 0px 0px 0px;}</style><a href="#" class="tatsu-icon-wrap plain tatsu-animate " data-animation="fadeIn" aria-label="icon-icon_star" data-gdpr-atts={} ><i class="tatsu-icon tatsu-custom-icon tatsu-custom-icon-class icon-icon_star tiny plain"></i></a></div></div><div class="tatsu-module tatsu-text-block-wrap tatsu-gteg2hdlqwdv0ovl "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-gteg2hdlqwdv0ovl.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}.tatsu-gteg2hdlqwdv0ovl.tatsu-text-block-wrap{margin: 0px 0px 39px 0px;}</style> <p style="text-align: center;"><span style="font-size: 12pt;"><span style="color: #ffffff;">“<span style="font-weight: 400;">Jon did a great job explaining all of the math that underpins machine learning from linear algebra to calc to stats and pulled it all together at the end for a proper understanding of what’s going on under the hood.</span>“</span> </span></p> <p style="text-align: center;"><span style="color: #ffffff;"><b><i>Dr Philip Walsh, Data Scientist</i></b></span></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-91_YmOBvl.tatsu-column{width: 33.33%;}.tatsu-91_YmOBvl.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-91_YmOBvl > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-91_YmOBvl > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-91_YmOBvl > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-91_YmOBvl > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-91_YmOBvl.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-91_YmOBvl.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-91_YmOBvl.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-gtdo2gssn4c93k0p.tatsu-section{background-color: rgba(0,0,0,1);}.tatsu-gtdo2gssn4c93k0p .tatsu-section-pad{padding: 21px 0px 90px 0px;}.tatsu-gtdo2gssn4c93k0p .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-gtdo2gssn4c93k0p > .tatsu-bottom-divider{z-index: 9999;}.tatsu-gtdo2gssn4c93k0p > .tatsu-top-divider{z-index: 9999;}.tatsu-gtdo2gssn4c93k0p .tatsu-section-overlay{mix-blend-mode: normal;}</style></div><div class="tatsu-u1Bv36WBh tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"20px 0px 31px 0px"}' data-padding-top='20px'><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-pFDfLYdSui" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-CDuZrnpKMC" 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-9KXQ_WQfdq "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-9KXQ_WQfdq.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="font-size: 36pt; color: #00e380;">How It Works</span></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-CDuZrnpKMC.tatsu-column{width: 100%;}.tatsu-CDuZrnpKMC.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-CDuZrnpKMC > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-CDuZrnpKMC > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-CDuZrnpKMC > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-CDuZrnpKMC > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-CDuZrnpKMC.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-CDuZrnpKMC.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-CDuZrnpKMC.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-one-half tatsu-row-has-two-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-YIJ1d0ek86" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-LDvH4uyfVq" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><ul class="tatsu-module tatsu-list tatsu-8pMOcP76n tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-8pMOcP76n .tatsu-list-content{margin: 0 0 12px 0px;}.tatsu-8pMOcP76n .tatsu-list-content::before, .tatsu-8pMOcP76n .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-hyVmlalbEX " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #ffffff;">The foundations series is available on demand.</span></p> </div><style>.tatsu-hyVmlalbEX{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-CUhepxKPs9 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #ffffff;">Each course is available on-demand as soon as you register.</span></p> </div><style>.tatsu-CUhepxKPs9{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-Ii9TDQGddO " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #ffffff;">Study the courses in order or skip the subjects you are already know.</span></p> </div><style>.tatsu-Ii9TDQGddO{border-style: solid;}</style></li></ul></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-LDvH4uyfVq.tatsu-column{width: 50%;}.tatsu-LDvH4uyfVq.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-LDvH4uyfVq > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-LDvH4uyfVq > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-LDvH4uyfVq > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-LDvH4uyfVq > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-LDvH4uyfVq.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-LDvH4uyfVq.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-LDvH4uyfVq.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-OZhTWpt655" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><ul class="tatsu-module tatsu-list tatsu-FkYoHTCFls tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-FkYoHTCFls .tatsu-list-content{margin: 0 0 12px 0px;}.tatsu-FkYoHTCFls .tatsu-list-content::before, .tatsu-FkYoHTCFls .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-sWe5xImVif " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #ffffff;">Each course includes exercises to improve learning outcomes.</span></p> </div><style>.tatsu-sWe5xImVif{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-Noi9khrhZE " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #ffffff;">Coding demos allow you to learn hands-on skills.</span></p> </div><style>.tatsu-Noi9khrhZE{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-zXEL-PhdEo " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #ffffff;">Learn at your own pace. Courses can be taken alongside additional Ai+ courses.</span></p> </div><style>.tatsu-zXEL-PhdEo{border-style: solid;}</style></li></ul></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-OZhTWpt655.tatsu-column{width: 50%;}.tatsu-OZhTWpt655.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-OZhTWpt655 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-OZhTWpt655 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-OZhTWpt655 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-OZhTWpt655 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-OZhTWpt655.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-OZhTWpt655.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-OZhTWpt655.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-three-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-sJAhLnCtjb" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-0fCBx7koS" 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-J84jk5RjP "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-J84jk5RjP.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="color: #f7a614;">Interactive Sessions</span></p> </div></div><div class="tatsu-module tatsu-video tatsu-hosted-wrap tatsu-yHqNHami0 " ><video width = "100%" controls controlsList="nodownload" poster = "https://aiplus.training/wp-content/uploads/2021/03/foundations-machine-learning-house1.png" ><source src="https://aiplus.training/wp-content/uploads/2021/03/JK-House1.mp4" type="video/mp4"></video></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-0fCBx7koS.tatsu-column{width: 33.33%;}.tatsu-0fCBx7koS.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-0fCBx7koS > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-0fCBx7koS > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-0fCBx7koS > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-0fCBx7koS > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-0fCBx7koS.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-0fCBx7koS.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-0fCBx7koS.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-WTvPI9WCj1" 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-B_seMnjpX "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-B_seMnjpX.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="color: #f7a614;">Hands-On Coding Demos</span></p> </div></div><div class="tatsu-module tatsu-video tatsu-hosted-wrap tatsu-AXuQZsalx " ><video width = "100%" controls controlsList="nodownload" poster = "https://aiplus.training/wp-content/uploads/2021/03/john-krhon-linear-algebra-code-demo2.png" ><source src="https://aiplus.training/wp-content/uploads/2021/03/john-krhon-linear-algebra-code-demo-1.mp4" type="video/mp4"></video></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-WTvPI9WCj1.tatsu-column{width: 33.33%;}.tatsu-WTvPI9WCj1.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-WTvPI9WCj1 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-WTvPI9WCj1 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-WTvPI9WCj1 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-WTvPI9WCj1 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-WTvPI9WCj1.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-WTvPI9WCj1.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-WTvPI9WCj1.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-Skw1fAi19t" 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-atUMyguuj "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-atUMyguuj.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="color: #f7a614;">Learning Comprehension Exercises</span></p> </div></div><div class="tatsu-module tatsu-video tatsu-hosted-wrap tatsu-xi3TLYfja " ><video width = "100%" controls controlsList="nodownload" poster = "https://aiplus.training/wp-content/uploads/2021/02/boocamp-exercise.png" loop ><source src="https://aiplus.training/wp-content/uploads/2021/02/Bootcamp-Exercise-1.mp4" type="video/mp4"></video></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-Skw1fAi19t.tatsu-column{width: 33.33%;}.tatsu-Skw1fAi19t.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-Skw1fAi19t > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-Skw1fAi19t > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-Skw1fAi19t > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-Skw1fAi19t > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-Skw1fAi19t.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-Skw1fAi19t.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-Skw1fAi19t.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-u1Bv36WBh.tatsu-section{background-color: rgba(0,0,0,1);}.tatsu-u1Bv36WBh .tatsu-section-pad{padding: 20px 0px 31px 0px;}.tatsu-u1Bv36WBh .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-u1Bv36WBh > .tatsu-bottom-divider{z-index: 9999;}.tatsu-u1Bv36WBh > .tatsu-top-divider{z-index: 9999;}.tatsu-u1Bv36WBh .tatsu-section-overlay{mix-blend-mode: normal;}</style></div><div class="tatsu-gnxq06dug67ojy8h tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"54px 0px 0px 0px"}' data-padding-top='54px'><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-gnxq06dujf2a0ppa" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-gnxq06dump83n5ua" 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-gnxq06dupkbgyd9b "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-gnxq06dupkbgyd9b.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="font-size: 36pt; color: #00e380;">What You Will Learn</span></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-gnxq06dump83n5ua.tatsu-column{width: 100%;}.tatsu-gnxq06dump83n5ua.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-gnxq06dump83n5ua > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-gnxq06dump83n5ua > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-gnxq06dump83n5ua > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-gnxq06dump83n5ua > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-gnxq06dump83n5ua.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-gnxq06dump83n5ua.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-gnxq06dump83n5ua.tatsu-column{width: 100%;}}</style></div></div></div><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-gnxq06dur7571jgq" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-gnxq06duu0e5lil4" 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-gnxq06duvyaxj8xi "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-gnxq06duvyaxj8xi.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="color: #ffffff;">Not only will you learn the core mathematical concepts, but you will also learn how they are applied to machine learning. In addition, you will learn to apply your knowledge using some of the key machine learning and deep learning platforms, such as Tensorflow and PyTorch.</span></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-gnxq06duu0e5lil4.tatsu-column{width: 100%;}.tatsu-gnxq06duu0e5lil4.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-gnxq06duu0e5lil4 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-gnxq06duu0e5lil4 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-gnxq06duu0e5lil4 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-gnxq06duu0e5lil4 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-gnxq06duu0e5lil4.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-gnxq06duu0e5lil4.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-gnxq06duu0e5lil4.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-gnxq06dug67ojy8h.tatsu-section{background-color: rgba(0,0,0,1);}.tatsu-gnxq06dug67ojy8h .tatsu-section-pad{padding: 54px 0px 0px 0px;}.tatsu-gnxq06dug67ojy8h .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-gnxq06dug67ojy8h > .tatsu-bottom-divider{z-index: 9999;}.tatsu-gnxq06dug67ojy8h > .tatsu-top-divider{z-index: 9999;}.tatsu-gnxq06dug67ojy8h .tatsu-section-overlay{mix-blend-mode: normal;}</style></div><div class="tatsu-591Qurcay 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-wtryqs6xB4" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-WV9z55ZnB" 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-wFmTwZMXe "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-wFmTwZMXe.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h2 class="section__heading section__heading___18a4a"><span style="color: #f7a614; font-size: 24pt;">Linear Algebra</span></h2> </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-WV9z55ZnB.tatsu-column{width: 100%;}.tatsu-WV9z55ZnB.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-WV9z55ZnB > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-WV9z55ZnB > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-WV9z55ZnB > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-WV9z55ZnB > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-WV9z55ZnB.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-WV9z55ZnB.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-WV9z55ZnB.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-three-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-q5Bt2ZwNK4" ><style>.tatsu-q5Bt2ZwNK4.tatsu-row-wrap > .tatsu-row{padding: 1px 10px 0px 10px;border-width: 2px 2px 2px 2px;border-color: rgba(74,74,74,1); border-style: solid;}</style><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-3B9HerlGJ" 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-BzTbzWVNu "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-BzTbzWVNu.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="color: #ffffff; font-size: 14pt;"><strong>Data Structures for Algebra</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-KiZEBmVpAl tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-KiZEBmVpAl .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-KiZEBmVpAl .tatsu-list-content::before, .tatsu-KiZEBmVpAl .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-xV0n5LFe8 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">What Linear Algebra Is, A Brief History of Algebra</span></p> </div><style>.tatsu-xV0n5LFe8{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-tn2Xol2CCI " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Vectors and Vector Transposition</span></p> </div><style>.tatsu-tn2Xol2CCI{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-YpJGWdRs7 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Norms and Unit Vectors</span></p> </div><style>.tatsu-YpJGWdRs7{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-86uEBkLSr " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Basis, Orthogonal, and Orthonormal Vectors</span></p> </div><style>.tatsu-86uEBkLSr{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-u1JYx1Qyg " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Arrays in NumPy, Matrices</span></p> </div><style>.tatsu-u1JYx1Qyg{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-sZSM9ZhBG " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Tensors in TensorFlow and PyTorch</span></p> </div><style>.tatsu-sZSM9ZhBG{border-style: solid;}</style></li></ul></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-3B9HerlGJ.tatsu-column{width: 33.33%;}.tatsu-3B9HerlGJ.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-3B9HerlGJ > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-3B9HerlGJ > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-3B9HerlGJ > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-3B9HerlGJ > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-3B9HerlGJ.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-3B9HerlGJ.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-3B9HerlGJ.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-Qe9CTyx1f-" 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-_cOJfkG9i "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-_cOJfkG9i.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="font-size: 14pt; color: #ffffff;"><strong>Common Tensor Operations</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu--Igxfox18U tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu--Igxfox18U .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu--Igxfox18U .tatsu-list-content::before, .tatsu--Igxfox18U .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-ziqQpdFyA " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Tensors, Scalars</span></p> </div><style>.tatsu-ziqQpdFyA{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-tlvnlrOwh " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Tensor Transposition</span></p> </div><style>.tatsu-tlvnlrOwh{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-QG6uewM5pY " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Basic Tensor Arithmetic</span></p> </div><style>.tatsu-QG6uewM5pY{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-RRyheP4Oxo " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Reduction</span></p> </div><style>.tatsu-RRyheP4Oxo{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-xzdT8-JACJ " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Dot Product</span></p> </div><style>.tatsu-xzdT8-JACJ{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-fbNvaz-c5T " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Solving Linear Systems</span></p> </div><style>.tatsu-fbNvaz-c5T{border-style: solid;}</style></li></ul></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-Qe9CTyx1f-.tatsu-column{width: 33.33%;}.tatsu-Qe9CTyx1f-.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-Qe9CTyx1f- > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-Qe9CTyx1f- > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-Qe9CTyx1f- > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-Qe9CTyx1f- > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-Qe9CTyx1f-.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-Qe9CTyx1f-.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-Qe9CTyx1f-.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-C0ulSNfJgA" 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--TSRmkFjR "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu--TSRmkFjR.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="font-size: 14pt; color: #ffffff;"><strong>Matrix Properties</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-aeZGSUl7vc tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-aeZGSUl7vc .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-aeZGSUl7vc .tatsu-list-content::before, .tatsu-aeZGSUl7vc .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-nb9Bc6HYy " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Frobenius Norm</span></p> </div><style>.tatsu-nb9Bc6HYy{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-TUTdUDg_U1 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Matrix Multiplication</span></p> </div><style>.tatsu-TUTdUDg_U1{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-koz7-_XUPA " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Symmetric and Identity Matrices</span></p> </div><style>.tatsu-koz7-_XUPA{border-style: solid;}</style></li><li class="tatsu-list-content tatsu--jZlrFr270 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Matrix Inversion</span></p> </div><style>.tatsu--jZlrFr270{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-dMdmIX3URH " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Diagonal Matrices</span></p> </div><style>.tatsu-dMdmIX3URH{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-J_0f_uO4W " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Orthogonal Matrices</span></p> </div><style>.tatsu-J_0f_uO4W{border-style: solid;}</style></li></ul></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-C0ulSNfJgA.tatsu-column{width: 33.33%;}.tatsu-C0ulSNfJgA.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-C0ulSNfJgA > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-C0ulSNfJgA > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-C0ulSNfJgA > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-C0ulSNfJgA > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-C0ulSNfJgA.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-C0ulSNfJgA.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-C0ulSNfJgA.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-one-half tatsu-row-has-two-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-BnLLMG30et" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-mkcnBfLd8" 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-f6c1DehBp "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-f6c1DehBp.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="color: #ffffff; font-size: 14pt;"><strong>Eigendecomposition</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-zPFYmZ0CRV tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-zPFYmZ0CRV .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-zPFYmZ0CRV .tatsu-list-content::before, .tatsu-zPFYmZ0CRV .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-dFygtZKfU " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Eigenvectors</span></p> </div><style>.tatsu-dFygtZKfU{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-BeuWjuUZvL " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Eigenvalues</span></p> </div><style>.tatsu-BeuWjuUZvL{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-tt2jSTWiAg " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Matrix Determinants</span></p> </div><style>.tatsu-tt2jSTWiAg{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-eAx4UgpjzG " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Matrix Decomposition</span></p> </div><style>.tatsu-eAx4UgpjzG{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-VyUVet5GFG " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Application of Eigendecomposition</span></p> </div><style>.tatsu-VyUVet5GFG{border-style: solid;}</style></li></ul></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-mkcnBfLd8.tatsu-column{width: 50%;}.tatsu-mkcnBfLd8.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-mkcnBfLd8 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-mkcnBfLd8 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-mkcnBfLd8 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-mkcnBfLd8 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-mkcnBfLd8.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-mkcnBfLd8.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-mkcnBfLd8.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-Uet6foxLC2" 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-76k-Utmih "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-76k-Utmih.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="font-size: 14pt; color: #ffffff;"><strong>Matrix Operations for Machine Learning</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-jRzhUQAhPH tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-jRzhUQAhPH .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-jRzhUQAhPH .tatsu-list-content::before, .tatsu-jRzhUQAhPH .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-G8Kh8MAUW " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Singular Value Decomposition (SVD)</span></p> </div><style>.tatsu-G8Kh8MAUW{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-EPqaWbZEU5 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Moore-Penrose Pseudoinverse</span></p> </div><style>.tatsu-EPqaWbZEU5{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-GmBb-io8gY " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Trace Operator</span></p> </div><style>.tatsu-GmBb-io8gY{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-88SV2i1Vep " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Principal Component Analysis (PCA): A Simple Machine Learning Algorithm</span></p> </div><style>.tatsu-88SV2i1Vep{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-Ohp0whFY5J " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Resources for Further Study of Linear Algebra</span></p> </div><style>.tatsu-Ohp0whFY5J{border-style: solid;}</style></li></ul></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-Uet6foxLC2.tatsu-column{width: 50%;}.tatsu-Uet6foxLC2.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-Uet6foxLC2 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-Uet6foxLC2 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-Uet6foxLC2 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-Uet6foxLC2 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-Uet6foxLC2.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-Uet6foxLC2.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-Uet6foxLC2.tatsu-column{width: 100%;}}</style></div></div></div><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-MOfDYpCpf5" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-OUazLD6jF3" 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-vCuicneOOS "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-vCuicneOOS.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h2 class="section__heading section__heading___44815"><span style="color: #f7a614; font-size: 24pt;">Calculus</span></h2> </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-OUazLD6jF3.tatsu-column{width: 100%;}.tatsu-OUazLD6jF3.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-OUazLD6jF3 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-OUazLD6jF3 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-OUazLD6jF3 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-OUazLD6jF3 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-OUazLD6jF3.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-OUazLD6jF3.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-OUazLD6jF3.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-three-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-IZIcl1-6tx" ><style>.tatsu-IZIcl1-6tx.tatsu-row-wrap > .tatsu-row{padding: 10px 10px 0px 10px;border-width: 2px 2px 2px 2px;border-color: rgba(74,74,74,1); border-style: solid;}</style><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-VDMxv0SX6" 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-9C2IIC_1u "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-9C2IIC_1u.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h4 dir="ltr"><span style="color: #ffffff; font-size: 14pt;"><strong>Limits</strong></span></h4> </div></div><ul class="tatsu-module tatsu-list tatsu-C2YlaFcdz tatsu-hide-mobile tatsu-list-vertical-align-top tatsu-lists-icon" ><style>.tatsu-C2YlaFcdz .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-C2YlaFcdz .tatsu-list-content::before, .tatsu-C2YlaFcdz .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-5nl82cx_DF " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">What Calculus is</span></p> </div><style>.tatsu-5nl82cx_DF{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-SmG40YxF71 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">A Brief History of Calculus</span></p> </div><style>.tatsu-SmG40YxF71{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-Sir7mDL9n " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Method of Exhaustion</span></p> </div><style>.tatsu-Sir7mDL9n{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-Vulr59t-D " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Matrix Decomposition</span></p> </div><style>.tatsu-Vulr59t-D{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-qglYEf3W6W " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Application of Eigendecomposition</span></p> </div><style>.tatsu-qglYEf3W6W{border-style: solid;}</style></li></ul></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-VDMxv0SX6.tatsu-column{width: 33.33%;}.tatsu-VDMxv0SX6.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-VDMxv0SX6 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-VDMxv0SX6 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-VDMxv0SX6 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-VDMxv0SX6 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-VDMxv0SX6.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-VDMxv0SX6.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-VDMxv0SX6.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-JNDxHE73NV" 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-mD2fXZqyL "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-mD2fXZqyL.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p dir="ltr"><span style="color: #ffffff; font-size: 14pt;"><strong>Computing Derivatives with Differentiation</strong></span></p> </div></div><ul class="tatsu-module tatsu-list tatsu-c_6GwfisuB tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-c_6GwfisuB .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-c_6GwfisuB .tatsu-list-content::before, .tatsu-c_6GwfisuB .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-EM7dEW00j4 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Delta Method</span></p> </div><style>.tatsu-EM7dEW00j4{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-mgLY-AHCjo " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Basic Derivative Properties</span></p> </div><style>.tatsu-mgLY-AHCjo{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-X0ihnbFoHz " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Power Rule</span></p> </div><style>.tatsu-X0ihnbFoHz{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-z102jbLALv " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Sum Rule</span></p> </div><style>.tatsu-z102jbLALv{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-Tt5-HDNu0 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Product Rule</span></p> </div><style>.tatsu-Tt5-HDNu0{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-GIvxofOTn " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Quotient Rule & The Chain Rule</span></p> </div><style>.tatsu-GIvxofOTn{border-style: solid;}</style></li></ul></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-JNDxHE73NV.tatsu-column{width: 33.33%;}.tatsu-JNDxHE73NV.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-JNDxHE73NV > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-JNDxHE73NV > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-JNDxHE73NV > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-JNDxHE73NV > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-JNDxHE73NV.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-JNDxHE73NV.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-JNDxHE73NV.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-1WlENg18iA" 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-UnfjZqu3d "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-UnfjZqu3d.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="font-size: 14pt; color: #ffffff;"><strong>Automatic Differentiation</strong></span></p> </div></div><ul class="tatsu-module tatsu-list tatsu-Qc7JYtKtvW tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-Qc7JYtKtvW .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-Qc7JYtKtvW .tatsu-list-content::before, .tatsu-Qc7JYtKtvW .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-V-WNHVpw_ " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">AutoDiff with Pytorch</span></p> </div><style>.tatsu-V-WNHVpw_{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-KnQN-5SFFr " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">AutoDiff with TensorFlow 2</span></p> </div><style>.tatsu-KnQN-5SFFr{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-YQtpF8DNhO " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Relating Differentiation to Machine Learning</span></p> </div><style>.tatsu-YQtpF8DNhO{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-ITd4Mj0PQj " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Cost (or Loss) Functions</span></p> </div><style>.tatsu-ITd4Mj0PQj{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-OCLH12VjdP " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Future: Differentiable Programming</span></p> </div><style>.tatsu-OCLH12VjdP{border-style: solid;}</style></li></ul></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-1WlENg18iA.tatsu-column{width: 33.33%;}.tatsu-1WlENg18iA.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-1WlENg18iA > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-1WlENg18iA > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-1WlENg18iA > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-1WlENg18iA > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-1WlENg18iA.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-1WlENg18iA.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-1WlENg18iA.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-one-half tatsu-row-has-two-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-nkc__G2kVg" ><style>.tatsu-nkc__G2kVg.tatsu-row-wrap > .tatsu-row{padding: 10px 0px 0px 0px;}</style><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-vtKL8GzhH" 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-Y1FAXhsZk "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-Y1FAXhsZk.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="font-size: 14pt; color: #ffffff;"><strong>Gradients Applied to Machine Learning</strong></span></p> </div></div><ul class="tatsu-module tatsu-list tatsu-h83u02cnL- tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-h83u02cnL- .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-h83u02cnL- .tatsu-list-content::before, .tatsu-h83u02cnL- .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-MUpinWU4c " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Partial Derivatives of Multivariate Functions</span></p> </div><style>.tatsu-MUpinWU4c{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-eZPs6LFZxJ " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Partial-Derivative Chain Rule</span></p> </div><style>.tatsu-eZPs6LFZxJ{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-_MA9MN-o82 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Cost (or Loss) Functions</span></p> </div><style>.tatsu-_MA9MN-o82{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-gsJzVmXFQc " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Gradients</span></p> </div><style>.tatsu-gsJzVmXFQc{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-h8udQxkyGU " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Gradient Descent</span></p> </div><style>.tatsu-h8udQxkyGU{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-KGBZ5j5ap " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Backpropagation</span></p> </div><style>.tatsu-KGBZ5j5ap{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-T_usmjKEl " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Higher-Order Partial Derivatives</span></p> </div><style>.tatsu-T_usmjKEl{border-style: solid;}</style></li></ul></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-vtKL8GzhH.tatsu-column{width: 50%;}.tatsu-vtKL8GzhH.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-vtKL8GzhH > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-vtKL8GzhH > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-vtKL8GzhH > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-vtKL8GzhH > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-vtKL8GzhH.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-vtKL8GzhH.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-vtKL8GzhH.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-rRoOH-mGC0" 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-W4I8RlidI "><div class="tatsu-text-inner clearfix" ><style>.tatsu-W4I8RlidI.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p style="text-align: left;"><span style="font-size: 14pt; color: #ffffff;"><strong> Integrals</strong></span></p> </div></div><ul class="tatsu-module tatsu-list tatsu-A4zPczaOa7 tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-A4zPczaOa7 .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-A4zPczaOa7 .tatsu-list-content::before, .tatsu-A4zPczaOa7 .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-xIi79mUO4 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Binary Classification</span></p> </div><style>.tatsu-xIi79mUO4{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-tg556d4R8i " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Confusion Matrix</span></p> </div><style>.tatsu-tg556d4R8i{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-cPWTjDGPv7 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Receiver-Operating Characteristic (ROC) Curve</span></p> </div><style>.tatsu-cPWTjDGPv7{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-UyJKXyiFMV " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Calculating Integrals Manually</span></p> </div><style>.tatsu-UyJKXyiFMV{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-AxTYzH_BKB " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Numeric Integration with Python</span></p> </div><style>.tatsu-AxTYzH_BKB{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-PoSfl7PBA " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Finding the Area Under the ROC Curve</span></p> </div><style>.tatsu-PoSfl7PBA{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-YZrA9I2yJ " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p style="text-align: center;"><span style="color: #808080;">Resources for Further Study of Calculus</span></p> </div><style>.tatsu-YZrA9I2yJ{border-style: solid;}</style></li></ul></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-rRoOH-mGC0.tatsu-column{width: 50%;}.tatsu-rRoOH-mGC0.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-rRoOH-mGC0 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-rRoOH-mGC0 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-rRoOH-mGC0 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-rRoOH-mGC0 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-rRoOH-mGC0.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-rRoOH-mGC0.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-rRoOH-mGC0.tatsu-column{width: 100%;}}</style></div></div></div><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-M8ys6nJ4_b" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-4DPQJFmoC" 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-mn_AWDLbf "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-mn_AWDLbf.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h2 class="section__heading section__heading___199c4"><span style="color: #f7a614;"><strong><span style="font-size: 24pt;">Probability and Statistics</span></strong></span></h2> </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-4DPQJFmoC.tatsu-column{width: 100%;}.tatsu-4DPQJFmoC.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-4DPQJFmoC > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-4DPQJFmoC > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-4DPQJFmoC > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-4DPQJFmoC > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-4DPQJFmoC.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-4DPQJFmoC.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-4DPQJFmoC.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-three-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-aHXdD9_Tps" ><style>.tatsu-aHXdD9_Tps.tatsu-row-wrap > .tatsu-row{box-shadow: 2px 2px 2px 2px rgba(74,74,74,1);padding: 0px 10px 0px 10px;border-width: 2px 0px 2px 2px;border-color: rgba(74,74,74,1); border-style: solid;}</style><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-dJukmaTYo" 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--OCZzKYaZ "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu--OCZzKYaZ.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="font-size: 14pt; color: #ffffff;"><strong>Introduction to Probability</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-MOPz9qQrtK tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-MOPz9qQrtK .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-MOPz9qQrtK .tatsu-list-content::before, .tatsu-MOPz9qQrtK .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-aGCSd-8Gi " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">What Probability Theory Is</span></p> </div><style>.tatsu-aGCSd-8Gi{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-WW1__1j7CF " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Applications of Probability to Machine Learning</span></p> </div><style>.tatsu-WW1__1j7CF{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-I_tYMDYr_B " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Discrete vs Continuous Variables</span></p> </div><style>.tatsu-I_tYMDYr_B{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-y_DIyx0vpZ " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Probability Density Function </span></p> </div><style>.tatsu-y_DIyx0vpZ{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-aarB2zfIX " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Expected Value</span></p> </div><style>.tatsu-aarB2zfIX{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-AczwUquKf " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Measures of Central Tendency</span></p> </div><style>.tatsu-AczwUquKf{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-mWNvQkeMW " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Quantiles: Quartiles, Deciles, and Percentiles</span></p> </div><style>.tatsu-mWNvQkeMW{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-K833hf8WB " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Measures of Dispersion:</span></p> </div><style>.tatsu-K833hf8WB{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-eyuLyoXXv " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Covariance and Correlation</span></p> </div><style>.tatsu-eyuLyoXXv{border-style: solid;}</style></li><li class="tatsu-list-content tatsu--OrwvnkWy " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Marginal and Conditional Probabilities</span></p> </div><style>.tatsu--OrwvnkWy{border-style: solid;}</style></li></ul></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-dJukmaTYo.tatsu-column{width: 33.33%;}.tatsu-dJukmaTYo.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-dJukmaTYo > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-dJukmaTYo > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-dJukmaTYo > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-dJukmaTYo > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-dJukmaTYo.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-dJukmaTYo.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-dJukmaTYo.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-xgbBF8y8wY" 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-_sDNz0hVj "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-_sDNz0hVj.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="font-size: 14pt; color: #ffffff;"><strong>Distribution in Machine Learning</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-SEMOm_XoG6 tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-SEMOm_XoG6 .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-SEMOm_XoG6 .tatsu-list-content::before, .tatsu-SEMOm_XoG6 .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-TFikAoB0z " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Uniforms</span></p> </div><style>.tatsu-TFikAoB0z{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-TFWFD3YLsf " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Gaussian: Normal and Standard Normal</span></p> </div><style>.tatsu-TFWFD3YLsf{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-jEa32AzFVE " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Central Limit Theorem</span></p> </div><style>.tatsu-jEa32AzFVE{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-cft8y39cqi " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Log-Normal</span></p> </div><style>.tatsu-cft8y39cqi{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-qujrL0aLPh " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Binominal and Multinomial</span></p> </div><style>.tatsu-qujrL0aLPh{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-SRPgDU6bt " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Poisson</span></p> </div><style>.tatsu-SRPgDU6bt{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-bnrfMKbCG " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Mixture Distributions</span></p> </div><style>.tatsu-bnrfMKbCG{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-gbXZVpvJd " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Preprocessing Data for Model Input</span></p> </div><style>.tatsu-gbXZVpvJd{border-style: solid;}</style></li></ul></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-xgbBF8y8wY.tatsu-column{width: 33.33%;}.tatsu-xgbBF8y8wY.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-xgbBF8y8wY > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-xgbBF8y8wY > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-xgbBF8y8wY > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-xgbBF8y8wY > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-xgbBF8y8wY.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-xgbBF8y8wY.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-xgbBF8y8wY.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-cVz0cmoVZB" 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-lnEqBRJn_ "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-lnEqBRJn_.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="font-size: 14pt; color: #ffffff;"><strong> Information Theory</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-vbh-sUFzgC tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-vbh-sUFzgC .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-vbh-sUFzgC .tatsu-list-content::before, .tatsu-vbh-sUFzgC .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-UmBUzi1Vp " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">What Information Theory Is</span></p> </div><style>.tatsu-UmBUzi1Vp{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-I3Lq8PA1Xn " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Self-Information</span></p> </div><style>.tatsu-I3Lq8PA1Xn{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-Hcb6oD6xqw " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Nats, Bits and Shannons</span></p> </div><style>.tatsu-Hcb6oD6xqw{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-H5wSPAtuGi " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Shannon and Differential Entropy</span></p> </div><style>.tatsu-H5wSPAtuGi{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-tbzcXDlEe_ " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Kullback-Leibler Divergence</span></p> </div><style>.tatsu-tbzcXDlEe_{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-w6MmS6Mkv " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Cross-Entropy</span></p> </div><style>.tatsu-w6MmS6Mkv{border-style: solid;}</style></li></ul></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-cVz0cmoVZB.tatsu-column{width: 33.33%;}.tatsu-cVz0cmoVZB.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-cVz0cmoVZB > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-cVz0cmoVZB > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-cVz0cmoVZB > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-cVz0cmoVZB > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-cVz0cmoVZB.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-cVz0cmoVZB.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-cVz0cmoVZB.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-three-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-nVhfF3HRxT" ><style>.tatsu-nVhfF3HRxT.tatsu-row-wrap > .tatsu-row{padding: 10px 0px 0px 10px;}</style><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-Fsrlaj3Ny" 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-Ri79NIRxC "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-Ri79NIRxC.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="font-size: 14pt; color: #ffffff;"><strong>Frequentist Statistics</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-psq4RiWueo tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-psq4RiWueo .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-psq4RiWueo .tatsu-list-content::before, .tatsu-psq4RiWueo .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-xY_xTJO3C " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Frequentist vs Bayesian Statistics</span></p> </div><style>.tatsu-xY_xTJO3C{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-_Ob54LS7gm " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Review of Relevant Probability Theory</span></p> </div><style>.tatsu-_Ob54LS7gm{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-ol9XjPUl_u " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Z-scores and Outliers</span></p> </div><style>.tatsu-ol9XjPUl_u{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-KpKh0g8TNT " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">P-values</span></p> </div><style>.tatsu-KpKh0g8TNT{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-HzqFI_gWL5 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Comparing Means with t-tests</span></p> </div><style>.tatsu-HzqFI_gWL5{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-3SEnJD_p8 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Confidence Intervals</span></p> </div><style>.tatsu-3SEnJD_p8{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-NQP9wS6r1 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">ANOVA: Analysis of Variance</span></p> </div><style>.tatsu-NQP9wS6r1{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-TwEzDuMnsB " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Pearson Correlation Coefficient</span></p> </div><style>.tatsu-TwEzDuMnsB{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-cY5aIfVZ0 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">R-Squared Coefficient </span></p> </div><style>.tatsu-cY5aIfVZ0{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-b9bdSjeCR " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Correlation vs Causation</span></p> </div><style>.tatsu-b9bdSjeCR{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-G0YYm3Syv " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Multiple Comparisons</span></p> </div><style>.tatsu-G0YYm3Syv{border-style: solid;}</style></li></ul></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-Fsrlaj3Ny.tatsu-column{width: 33.33%;}.tatsu-Fsrlaj3Ny.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-Fsrlaj3Ny > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-Fsrlaj3Ny > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-Fsrlaj3Ny > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-Fsrlaj3Ny > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-Fsrlaj3Ny.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-Fsrlaj3Ny.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-Fsrlaj3Ny.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-0cfonyE8iG" 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-V7fLLTpCA "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-V7fLLTpCA.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="color: #ffffff; font-size: 14pt;"><strong>Regression</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-Ff_iJL_GQt tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-Ff_iJL_GQt .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-Ff_iJL_GQt .tatsu-list-content::before, .tatsu-Ff_iJL_GQt .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-GoB2gnUn5 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Features: Independent vs Dependent Variables</span></p> </div><style>.tatsu-GoB2gnUn5{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-KwlRbFgFyp " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Linear Regression to Predict Continuous Values</span></p> </div><style>.tatsu-KwlRbFgFyp{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-3TaBd4qOz8 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Fitting a Line to Points on a Cartesian Plane</span></p> </div><style>.tatsu-3TaBd4qOz8{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-irIAaJ58Xo " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Ordinary Least Squares</span></p> </div><style>.tatsu-irIAaJ58Xo{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-2x-GcOTsro " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Logistic Regression to Predict Categories</span></p> </div><style>.tatsu-2x-GcOTsro{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-j8mCRQ2Q6 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">(Deep) ML vs Frequentist Statistics</span></p> </div><style>.tatsu-j8mCRQ2Q6{border-style: solid;}</style></li></ul></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-0cfonyE8iG.tatsu-column{width: 33.33%;}.tatsu-0cfonyE8iG.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-0cfonyE8iG > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-0cfonyE8iG > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-0cfonyE8iG > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-0cfonyE8iG > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-0cfonyE8iG.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-0cfonyE8iG.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-0cfonyE8iG.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-_eHP0bds0b" 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-mxSOnrzfS "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-mxSOnrzfS.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="color: #ffffff; font-size: 14pt;"><strong> Bayesian Statistics</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-UGLL67Sb3h tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-UGLL67Sb3h .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-UGLL67Sb3h .tatsu-list-content::before, .tatsu-UGLL67Sb3h .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-rWaJD6HUL " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">When to Use Bayesian Statistics</span></p> </div><style>.tatsu-rWaJD6HUL{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-oWfoY5WOKG " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Prior Probabilities</span></p> </div><style>.tatsu-oWfoY5WOKG{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-g6Y84BpOvn " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Bayes’ Theorem</span></p> </div><style>.tatsu-g6Y84BpOvn{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-JTcd20WX7x " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">PyMC3 Notebook</span></p> </div><style>.tatsu-JTcd20WX7x{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-F94UBdWNCN " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Resources for Further Study of Probability and Statistics</span></p> </div><style>.tatsu-F94UBdWNCN{border-style: solid;}</style></li></ul></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-_eHP0bds0b.tatsu-column{width: 33.33%;}.tatsu-_eHP0bds0b.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-_eHP0bds0b > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-_eHP0bds0b > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-_eHP0bds0b > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-_eHP0bds0b > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-_eHP0bds0b.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-_eHP0bds0b.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-_eHP0bds0b.tatsu-column{width: 100%;}}</style></div></div></div><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-VJNgc09zL4" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-1hQ8_z1_-" 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-Pop9GjlrV "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-Pop9GjlrV.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h2 class="section__heading section__heading___4bd38"><span style="font-size: 24pt; color: #f7a614;">Computer Science</span></h2> </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-1hQ8_z1_-.tatsu-column{width: 100%;}.tatsu-1hQ8_z1_-.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-1hQ8_z1_- > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-1hQ8_z1_- > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-1hQ8_z1_- > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-1hQ8_z1_- > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-1hQ8_z1_-.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-1hQ8_z1_-.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-1hQ8_z1_-.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-three-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-GSO8EM-qLr" ><style>.tatsu-GSO8EM-qLr.tatsu-row-wrap > .tatsu-row{padding: 10px 10px 0px 10px;border-width: 2px 2px 2px 2px;border-color: rgba(74,74,74,1); border-style: solid;}</style><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-nEynKUTP1" 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-mxq28zICw "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-mxq28zICw.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p dir="ltr" style="text-align: left;"><strong><span style="color: #ffffff; font-size: 14pt;">Introduction to Data Structures and Algorithms</span></strong></p> </div></div><ul class="tatsu-module tatsu-list tatsu-9nXsh1XZfM tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-9nXsh1XZfM .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-9nXsh1XZfM .tatsu-list-content::before, .tatsu-9nXsh1XZfM .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-VoJA6VhUN " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Introduction to Data Structures</span></p> </div><style>.tatsu-VoJA6VhUN{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-qq3UzrOT0 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Introduction to Computer Algorithms</span></p> </div><style>.tatsu-qq3UzrOT0{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-ozT7sc1Ve " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">A Brief History of Data</span></p> </div><style>.tatsu-ozT7sc1Ve{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-YolVeAh40m " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">A Brief History of Algorithms</span></p> </div><style>.tatsu-YolVeAh40m{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-Zv0JTvZk7z " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">“Big O” Notation for Time and Space Complexity</span></p> </div><style>.tatsu-Zv0JTvZk7z{border-style: solid;}</style></li></ul></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-nEynKUTP1.tatsu-column{width: 33.33%;}.tatsu-nEynKUTP1.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-nEynKUTP1 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-nEynKUTP1 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-nEynKUTP1 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-nEynKUTP1 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-nEynKUTP1.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-nEynKUTP1.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-nEynKUTP1.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-RMQ4Y4iaMw" 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-9bYM7eLqY "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-9bYM7eLqY.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="font-size: 14pt; color: #ffffff;"><strong>Lists and Dictionaries</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-8ObqTvSeqk tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-8ObqTvSeqk .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-8ObqTvSeqk .tatsu-list-content::before, .tatsu-8ObqTvSeqk .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-h90AwJwap " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">List-Based Data Structures: Arrays, Linked Lists, Stacks, Queues, and Deques</span></p> </div><style>.tatsu-h90AwJwap{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-mPnppk34CN " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Searching and Sorting: Binary, Bubble, Merge, and Quick</span></p> </div><style>.tatsu-mPnppk34CN{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-TcSaEL6P6R " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Set-Based Data Structures: Maps and Dictionaries</span></p> </div><style>.tatsu-TcSaEL6P6R{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-QH2YOYRpiL " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Tables, Load Factors, and Maps</span></p> </div><style>.tatsu-QH2YOYRpiL{border-style: solid;}</style></li></ul></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-RMQ4Y4iaMw.tatsu-column{width: 33.33%;}.tatsu-RMQ4Y4iaMw.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-RMQ4Y4iaMw > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-RMQ4Y4iaMw > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-RMQ4Y4iaMw > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-RMQ4Y4iaMw > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-RMQ4Y4iaMw.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-RMQ4Y4iaMw.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-RMQ4Y4iaMw.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-third tatsu-column-image-none tatsu-column-effect-none tatsu-xT8nQSTrB9" 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-yZBK6YggH "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-yZBK6YggH.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="font-size: 14pt; color: #ffffff;"><strong>Trees and Graphs</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-Mb8wtkJMgu tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-Mb8wtkJMgu .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-Mb8wtkJMgu .tatsu-list-content::before, .tatsu-Mb8wtkJMgu .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-DCGmluMc0 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Trees: Decision Trees, Random Forests, and Gradient-Boosting (XGBoost)</span></p> </div><style>.tatsu-DCGmluMc0{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-44T9mU-1fb " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Graphs: Terminology, Directed Acyclic Graphs (DAGs)</span></p> </div><style>.tatsu-44T9mU-1fb{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-A33Oxt5BiO " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Resources for Further Study of Data Structures & Algorithms</span></p> </div><style>.tatsu-A33Oxt5BiO{border-style: solid;}</style></li></ul></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-xT8nQSTrB9.tatsu-column{width: 33.33%;}.tatsu-xT8nQSTrB9.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-xT8nQSTrB9 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-xT8nQSTrB9 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-xT8nQSTrB9 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-xT8nQSTrB9 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-xT8nQSTrB9.tatsu-column{width: 33.33%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-xT8nQSTrB9.tatsu-column{width: 33.33%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-xT8nQSTrB9.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-one-half tatsu-row-has-two-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-z9dc9PlCL" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-RoKJ0d7ZhR" 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-988_hnQ5wh "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-988_hnQ5wh.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p dir="ltr"><span style="color: #ffffff; font-size: 14pt;"><strong>The Machine Learning Approach to Optimization & Fancy Deep Learning Optimizers</strong></span></p> </div></div><ul class="tatsu-module tatsu-list tatsu-y2RqvNzMtC tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-y2RqvNzMtC .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-y2RqvNzMtC .tatsu-list-content::before, .tatsu-y2RqvNzMtC .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-Dv-mjCWRpI " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Statistical Approach to Regression: Ordinary Least Squares</span></p> </div><style>.tatsu-Dv-mjCWRpI{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-AY7vkSSy5V " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">When Statistical Approaches to Optimization Break Down</span></p> </div><style>.tatsu-AY7vkSSy5V{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-z0x122wFnk " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Machine Learning Solution</span></p> </div><style>.tatsu-z0x122wFnk{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-LKRfxdeL4 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">A Layer of Artificial Neurons in PyTorch</span></p> </div><style>.tatsu-LKRfxdeL4{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-ZFxb23wPm " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Jacobian Matrices</span></p> </div><style>.tatsu-ZFxb23wPm{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-3yrgTOXjF " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Hessian Matrices and Second-Order Optimization</span></p> </div><style>.tatsu-3yrgTOXjF{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-2I02pbyBC " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Momentum</span></p> </div><style>.tatsu-2I02pbyBC{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-I3L0z7E9P " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Nesterov Momentum</span></p> </div><style>.tatsu-I3L0z7E9P{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-jly4DASAz " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">AdaGrad, AdaDelta, RMSProp, Adam, Nadam</span></p> </div><style>.tatsu-jly4DASAz{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-9zKTMqutI " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Training a Deep Neural Net</span></p> </div><style>.tatsu-9zKTMqutI{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-mDo9Juu31 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Resources for Further Study</span></p> </div><style>.tatsu-mDo9Juu31{border-style: solid;}</style></li></ul></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-RoKJ0d7ZhR.tatsu-column{width: 50%;}.tatsu-RoKJ0d7ZhR.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-RoKJ0d7ZhR > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-RoKJ0d7ZhR > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-RoKJ0d7ZhR > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-RoKJ0d7ZhR > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-RoKJ0d7ZhR.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-RoKJ0d7ZhR.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-RoKJ0d7ZhR.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-dfOAQJv9Fo" 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-e6830pEKT8 "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-e6830pEKT8.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <h3 dir="ltr"><span style="color: #ffffff; font-size: 14pt;"><strong>Gradient Descent</strong></span></h3> </div></div><ul class="tatsu-module tatsu-list tatsu-0qunnvaPzS tatsu-hide-mobile tatsu-list-vertical-align-center tatsu-lists-icon" ><style>.tatsu-0qunnvaPzS .tatsu-list-content{margin: 0 0 2px 0px;}.tatsu-0qunnvaPzS .tatsu-list-content::before, .tatsu-0qunnvaPzS .tatsu-icon{color: rgba(34,147,215,1) ;}</style><li class="tatsu-list-content tatsu-PPQmzY3GlS " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Objective Functions</span></p> </div><style>.tatsu-PPQmzY3GlS{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-qUmKtGaKS6 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Cost / Loss / Error Functions</span></p> </div><style>.tatsu-qUmKtGaKS6{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-wP6O-4pFe1 " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon 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Saddle Points</span></p> </div><style>.tatsu-NYfO6hChOK{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-WN0v2u8IKm " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Gradient Descent from Scratch with PyTorch</span></p> </div><style>.tatsu-WN0v2u8IKm{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-fj1Xd8Ufv7j " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">The Global Minimum and Local Minima</span></p> </div><style>.tatsu-fj1Xd8Ufv7j{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-a7HJswxFvYt " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Mini-Batches and Stochastic Gradient Descent (SGD)</span></p> </div><style>.tatsu-a7HJswxFvYt{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-fbp0PL-YlEl " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Learning Rate Scheduling</span></p> </div><style>.tatsu-fbp0PL-YlEl{border-style: solid;}</style></li><li class="tatsu-list-content tatsu-NUPfUZh5JST " ><div class="tatsu-list-icon-wrap" ><i class="tatsu-icon icon-icon_check "></i></div><div class="tatsu-list-inner"> <p><span style="color: #808080;">Maximizing Reward with Gradient Ascent</span></p> </div><style>.tatsu-NUPfUZh5JST{border-style: solid;}</style></li></ul></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-dfOAQJv9Fo.tatsu-column{width: 50%;}.tatsu-dfOAQJv9Fo.tatsu-column > .tatsu-column-inner > 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data-el="table_cell_txt" data-type="txt"><p><span style="font-size: 12pt" data-mce-style="font-size: 12pt;"><span style="font-size: 10pt" data-mce-style="font-size: 10pt;">Course Assessments</span></span><br></p></div> </div> </div> <div class="ptsCell" style="height: 47px"> <div class="ptsTog"> <div class="ptsEl" data-el="table_cell_txt" data-type="txt"><p><span style="font-size: 10pt" data-mce-style="font-size: 10pt;">Access to 4 Foundations courses </span><br></p></div> </div> </div> <div class="ptsCell" style="height: 47px"> <div class="ptsTog"> <div class="ptsEl" data-el="table_cell_txt" data-type="txt"><p><span style="font-size: 10pt" data-mce-style="font-size: 10pt;">Access to All AI+ course library</span><br></p></div> </div> </div> </div> <div class="ptsColFooter ptsShow" style="height: 92px;display: none"> <div class="ptsTog"> </div> </div> </div> </div> <div class="ptsEl ptsCol ptsElWithArea ptsCol-1" data-color="#0a0909ff" data-el="table_col" data-enb-color="1" style="min-height: auto;width: 25%"> <div class="ptsTableElementContent ptsElArea"> <div class="ptsColHeader ptsToggle ptsShow" style="height: 50px"> <div class="ptsTog"> <div class="ptsEl" data-el="table_cell_txt" data-type="txt"><p><br></p></div> </div> </div> <div class="ptsColDesc ptsToggle ptsShow" style="height: 226px"> <div class="ptsTog"> <div class="ptsEl" data-el="table_cell_txt" data-type="txt"><p style="text-align: center" data-mce-style="text-align: center;"><span style="font-size: 36pt" data-mce-style="font-size: 36pt;">$</span><span data-mce-style="font-size: 36pt;" style="font-size: 64px">139</span></p><p style="text-align: center" data-mce-style="text-align: center;"><br></p><p>Per Course</p></div> </div> </div> <div class="ptsRows ptsToggle ui-sortable" style="height: auto"> <div class="ptsCell" style="height: 62px"> <div class="ptsTog"> <div class="ptsEl ptsIcon ptsElInput" data-el="table_cell_icon" data-type="icon" data-color="#56a600ff" data-icon="fa-check"> <i 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100%;}.tatsu-HiNKSxj_M8.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-HiNKSxj_M8 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-HiNKSxj_M8 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-HiNKSxj_M8 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-HiNKSxj_M8 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-HiNKSxj_M8.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-HiNKSxj_M8.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-HiNKSxj_M8.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-PdEqjuVhY.tatsu-section{background-color: rgba(0,0,0,1);}.tatsu-PdEqjuVhY .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-PdEqjuVhY > .tatsu-bottom-divider{z-index: 9999;}.tatsu-PdEqjuVhY > .tatsu-top-divider{z-index: 9999;}.tatsu-PdEqjuVhY .tatsu-section-overlay{mix-blend-mode: normal;}</style></div><div class="tatsu-59-tYdnkp tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"25px 0px 90px 0px"}' data-padding-top='25px'><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-MYL-mlzR3E" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-hooNXRl58V" 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-8_05fNCWx "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-8_05fNCWx.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;color: rgba(255,255,255,1) ;}.tatsu-8_05fNCWx .tatsu-text-inner *{color: rgba(255,255,255,1) ;}.tatsu-8_05fNCWx.tatsu-text-block-wrap .tatsu-text-inner *{font-family : "Roboto",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;font-size : 18px;}</style> <h2 class="section__heading section__heading___2f8b8"><span style="color: #00e380;">Prerequisites</span></h2> <p><strong>Programming:</strong> All code demos will be in Python, so experience with it, or another object-oriented programming language, would be helpful for following along with the code examples.</p> <p><strong>Mathematics: </strong>Familiarity<strong> with </strong>secondary school-level mathematics<strong> will make the class easier to follow. If you are </strong>comfortable<strong> dealing with </strong>quantitative information<strong> — such as understanding charts and rearranging simple equations — then you should be well prepared to follow along with all the mathematics. </strong></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-hooNXRl58V.tatsu-column{width: 100%;}.tatsu-hooNXRl58V.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-hooNXRl58V > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-hooNXRl58V > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-hooNXRl58V > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-hooNXRl58V > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-hooNXRl58V.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-hooNXRl58V.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-hooNXRl58V.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-59-tYdnkp.tatsu-section{background-color: rgba(0,0,0,1);}.tatsu-59-tYdnkp .tatsu-section-pad{padding: 25px 0px 90px 0px;}.tatsu-59-tYdnkp .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-59-tYdnkp > .tatsu-bottom-divider{z-index: 9999;}.tatsu-59-tYdnkp > .tatsu-top-divider{z-index: 9999;}.tatsu-59-tYdnkp .tatsu-section-overlay{mix-blend-mode: normal;}</style></div><div class="tatsu-go8gebt4vrbrynv7 tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"31px 0px 120px 0px"}' data-padding-top='31px'><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-go8gebt50se3tu1v" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-col tatsu-column-image-none tatsu-column-effect-none tatsu-go8gebt54ebaijrv" 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-go8gebt588ckkxc8 "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-go8gebt588ckkxc8.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: center;border-style: solid;border-width: 2px 2px 2px 1px;border-color: rgba(74,144,226,1); }.tatsu-go8gebt588ckkxc8.tatsu-text-block-wrap .tatsu-text-inner *{font-family : "Roboto",-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Oxygen-Sans,Ubuntu,Cantarell,'Helvetica Neue',sans-serif;text-transform : capitalize;font-size : 20px;line-height : 50px;letter-spacing : 2px;}</style> <h2><span style="color: #ffffff; font-size: 24pt;">Learn More</span></h2> </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-go8gebt54ebaijrv.tatsu-column{width: 100%;}.tatsu-go8gebt54ebaijrv.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-go8gebt54ebaijrv > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-go8gebt54ebaijrv > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-go8gebt54ebaijrv > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-go8gebt54ebaijrv > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-go8gebt54ebaijrv.tatsu-column{width: 100%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-go8gebt54ebaijrv.tatsu-column{width: 100%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-go8gebt54ebaijrv.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-one-half tatsu-row-has-two-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-Xfa_NyTWj" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-8m1DnTPvC8" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><div class="tatsu-single-image tatsu-module tatsu-image-lazyload tatsu-external-image tatsu-O-tqch7OPx " ><div class="tatsu-single-image-inner " style="" ><div class = "tatsu-single-image-padding-wrap" style = "" ></div><img class = "tatsu-gradient-border" data-src = "https://aiplus.training/wp-content/uploads/2021/08/Dr.-Jon-Krohn_orange-2.png" alt =" " src ="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mNkYAAAAAYAAjCB0C8AAAAASUVORK5CYII=" /></div><style>.tatsu-O-tqch7OPx .tatsu-single-image-inner{border-style: solid;max-width: 100%;}.tatsu-O-tqch7OPx.tatsu-single-image{transform: translate3d(0px,0px, 0);}</style></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-8m1DnTPvC8.tatsu-column{width: 50%;}.tatsu-8m1DnTPvC8.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-8m1DnTPvC8 > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-8m1DnTPvC8 > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-8m1DnTPvC8 > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-8m1DnTPvC8 > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-8m1DnTPvC8.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-8m1DnTPvC8.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-8m1DnTPvC8.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-rax41HzhMY" 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-zZ3WS7v4rj "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-zZ3WS7v4rj.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="color: #00e380;"><strong><span style="font-size: 18pt;">On-Demand</span></strong></span></p> <p><span style="color: #ffffff;"><strong>Machine Learning Foundations: Linear Algebra</strong></span></p> <p><span style="color: #ffffff;">Through the measured exposition of theory paired with interactive examples, you’ll develop an understanding of how linear algebra is used to solve for unknown values in high-dimensional spaces, thereby enabling machines to recognize patterns and make predictions.</span></p> </div></div><div class="tatsu-module tatsu-normal-button tatsu-button-wrap tatsu-uYLl3JSFgv "><a class="tatsu-shortcode mediumbtn tatsu-button left-icon rounded bg-animation-none " href="https://app.aiplus.training/courses/machine-learning-foundations-linear-algebra" style= "" aria-label="learn more" data-gdpr-atts={} target="_blank">learn more</a><style>.tatsu-uYLl3JSFgv .tatsu-button{background-color: #00bcdd;color: #ffffff ;}</style></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-rax41HzhMY.tatsu-column{width: 50%;}.tatsu-rax41HzhMY.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-rax41HzhMY > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-rax41HzhMY > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-rax41HzhMY > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-rax41HzhMY > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-rax41HzhMY.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-rax41HzhMY.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-rax41HzhMY.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-one-half tatsu-row-has-two-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-go8gebt78ykuoau" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-go8gebt7ej8s1e3r" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><div class="tatsu-single-image tatsu-module tatsu-image-lazyload tatsu-external-image tatsu-go8gebt80x25n2xs " ><div class="tatsu-single-image-inner " style="" ><div class = "tatsu-single-image-padding-wrap" style = "" ></div><img class = "tatsu-gradient-border" data-src = "https://aiplus.training/wp-content/uploads/2021/08/Dr.-Jon-Krohn_green-2.png" alt =" " src ="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mNkYAAAAAYAAjCB0C8AAAAASUVORK5CYII=" /></div><style>.tatsu-go8gebt80x25n2xs .tatsu-single-image-inner{border-style: solid;max-width: 100%;}.tatsu-go8gebt80x25n2xs.tatsu-single-image{transform: translate3d(0px,0px, 0);}</style></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-go8gebt7ej8s1e3r.tatsu-column{width: 50%;}.tatsu-go8gebt7ej8s1e3r.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-go8gebt7ej8s1e3r > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-go8gebt7ej8s1e3r > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-go8gebt7ej8s1e3r > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-go8gebt7ej8s1e3r > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-go8gebt7ej8s1e3r.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-go8gebt7ej8s1e3r.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-go8gebt7ej8s1e3r.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-go8gebt858fbwo1i" 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-go8gebt8jcsk5js "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-go8gebt8jcsk5js.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="color: #00e380;"><strong><span style="font-size: 18pt;">On-Demand</span></strong></span></p> <p><span style="color: #ffffff;"><strong>Machine Learning Fundamentals – Calculus</strong></span></p> <p><span style="color: #ffffff;">Through the measured exposition of theory paired with interactive examples, you’ll develop a working understanding of how calculus is used to compute limits and differentiate functions. You’ll also learn how to apply automatic differentiation within the popular TensorFlow 2 and PyTorch machine learning libraries. </span></p> </div></div><div class="tatsu-module tatsu-normal-button tatsu-button-wrap tatsu-go8gebt8lycncud0 "><a class="tatsu-shortcode mediumbtn tatsu-button left-icon rounded bg-animation-none " href="https://app.aiplus.training/courses/machine-learning-fundamentals-calculus" style= "" aria-label="learn more" data-gdpr-atts={} target="_blank">learn more</a><style>.tatsu-go8gebt8lycncud0 .tatsu-button{background-color: #00bcdd;color: #ffffff ;}</style></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-go8gebt858fbwo1i.tatsu-column{width: 50%;}.tatsu-go8gebt858fbwo1i.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-go8gebt858fbwo1i > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-go8gebt858fbwo1i > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-go8gebt858fbwo1i > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-go8gebt858fbwo1i > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-go8gebt858fbwo1i.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-go8gebt858fbwo1i.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-go8gebt858fbwo1i.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-one-half tatsu-row-has-two-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-2YbNBtcY5" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-r3T9Oipkop" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><div class="tatsu-single-image tatsu-module tatsu-image-lazyload tatsu-external-image tatsu-MyinPofp_6 " ><div class="tatsu-single-image-inner " style="" ><div class = "tatsu-single-image-padding-wrap" style = "" ></div><img class = "tatsu-gradient-border" data-src = "https://aiplus.training/wp-content/uploads/2021/08/Dr.-Jon-Krohn_yellow-2.png" alt =" " src ="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mNkYAAAAAYAAjCB0C8AAAAASUVORK5CYII=" /></div><style>.tatsu-MyinPofp_6 .tatsu-single-image-inner{border-style: solid;max-width: 100%;}.tatsu-MyinPofp_6.tatsu-single-image{transform: translate3d(0px,0px, 0);}</style></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-r3T9Oipkop.tatsu-column{width: 50%;}.tatsu-r3T9Oipkop.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-r3T9Oipkop > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-r3T9Oipkop > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-r3T9Oipkop > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-r3T9Oipkop > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-r3T9Oipkop.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-r3T9Oipkop.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-r3T9Oipkop.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-BWzSS88BAm" 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-nH-eL3I02Q "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-nH-eL3I02Q.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="color: #00e380;"><strong><span style="font-size: 18pt;">On-Demand</span></strong></span></p> <p><span style="color: #ffffff;"><strong>Machine Learning Foundations: Probability and Statistics</strong></span></p> <p><span style="color: #ffffff;">Through the measured exposition of theory paired with interactive examples, you’ll develop a working understanding of variables, probability distributions, metrics for assessing distributions, and graphical models. You’ll also learn how to use information theory to measure how much meaningful signal there is within some given data. </span></p> </div></div><div class="tatsu-module tatsu-normal-button tatsu-button-wrap tatsu-Kw9H2sS2Et "><a class="tatsu-shortcode mediumbtn tatsu-button left-icon rounded bg-animation-none " href="https://app.aiplus.training/courses/machine-learning-foundations-probability-and-statistics" style= "" aria-label="learn more" data-gdpr-atts={} target="_blank">learn more</a><style>.tatsu-Kw9H2sS2Et .tatsu-button{background-color: #00bcdd;color: #ffffff ;}</style></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-BWzSS88BAm.tatsu-column{width: 50%;}.tatsu-BWzSS88BAm.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-BWzSS88BAm > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-BWzSS88BAm > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-BWzSS88BAm > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-BWzSS88BAm > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-BWzSS88BAm.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-BWzSS88BAm.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-BWzSS88BAm.tatsu-column{width: 100%;}}</style></div></div></div><div class="tatsu-row-wrap tatsu-wrap tatsu-row-has-one-half tatsu-row-has-two-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-pI18XTaj5" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-_z1gFw8wbw" data-parallax-speed="0" style=""><div class="tatsu-column-inner " ><div class="tatsu-column-pad-wrap"><div class="tatsu-column-pad" ><div class="tatsu-single-image tatsu-module tatsu-image-lazyload tatsu-external-image tatsu-t5IaxwLw4O " ><div class="tatsu-single-image-inner " style="" ><div class = "tatsu-single-image-padding-wrap" style = "" ></div><img class = "tatsu-gradient-border" data-src = "https://aiplus.training/wp-content/uploads/2021/08/Dr.-Jon-Krohn_green-2-1.png" alt =" " src ="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAQAAAC1HAwCAAAAC0lEQVR42mNkYAAAAAYAAjCB0C8AAAAASUVORK5CYII=" /></div><style>.tatsu-t5IaxwLw4O .tatsu-single-image-inner{border-style: solid;max-width: 100%;}.tatsu-t5IaxwLw4O.tatsu-single-image{transform: translate3d(0px,0px, 0);}</style></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-_z1gFw8wbw.tatsu-column{width: 50%;}.tatsu-_z1gFw8wbw.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-_z1gFw8wbw > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-_z1gFw8wbw > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-_z1gFw8wbw > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-_z1gFw8wbw > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-_z1gFw8wbw.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-_z1gFw8wbw.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-_z1gFw8wbw.tatsu-column{width: 100%;}}</style></div><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-image-none tatsu-column-effect-none tatsu-tN8ufRQzIn" 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-M6-d_s_M-- "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-M6-d_s_M--.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: left;}</style> <p><span style="color: #00e380;"><strong><span style="font-size: 18pt;">On-Demand</span></strong></span></p> <p><span style="color: #ffffff;"><strong>Machine Learning Foundations: Computer Science</strong></span></p> <p><span style="color: #ffffff;">Through the measured exposition of theory paired with interactive examples, you’ll develop a working understanding of all of the essential data structures across the list, dictionary, tree, and graph families. You’ll also learn the key algorithms for working with these structures, including those for searching, sorting, hashing, and traversing data.</span></p> </div></div><div class="tatsu-module tatsu-normal-button tatsu-button-wrap tatsu-0vjFiKe5hH "><a class="tatsu-shortcode mediumbtn tatsu-button left-icon rounded bg-animation-none " href="https://app.aiplus.training/courses/machine-learning-foundations-computer-science" style= "" aria-label="learn more" data-gdpr-atts={} target="_blank">learn more</a><style>.tatsu-0vjFiKe5hH .tatsu-button{background-color: #00bcdd;color: #ffffff ;}</style></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-tN8ufRQzIn.tatsu-column{width: 50%;}.tatsu-tN8ufRQzIn.tatsu-column > .tatsu-column-inner > .tatsu-column-overlay{mix-blend-mode: normal;}.tatsu-tN8ufRQzIn > .tatsu-column-inner > .tatsu-top-divider{z-index: 9999;}.tatsu-tN8ufRQzIn > .tatsu-column-inner > .tatsu-bottom-divider{z-index: 9999;}.tatsu-tN8ufRQzIn > .tatsu-column-inner > .tatsu-left-divider{z-index: 9999;}.tatsu-tN8ufRQzIn > .tatsu-column-inner > .tatsu-right-divider{z-index: 9999;}@media only screen and (max-width:1377px) {.tatsu-row > .tatsu-tN8ufRQzIn.tatsu-column{width: 50%;}}@media only screen and (min-width:768px) and (max-width: 1024px) {.tatsu-row > .tatsu-tN8ufRQzIn.tatsu-column{width: 50%;}}@media only screen and (max-width: 767px) {.tatsu-row > .tatsu-tN8ufRQzIn.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-go8gebt4vrbrynv7.tatsu-section{background-color: rgba(0,0,0,1);}.tatsu-go8gebt4vrbrynv7 .tatsu-section-pad{padding: 31px 0px 120px 0px;}.tatsu-go8gebt4vrbrynv7 .tatsu-section-offset-wrap{transform: translateY(-0px);}.tatsu-go8gebt4vrbrynv7 > .tatsu-bottom-divider{z-index: 9999;}.tatsu-go8gebt4vrbrynv7 > .tatsu-top-divider{z-index: 9999;}.tatsu-go8gebt4vrbrynv7 .tatsu-section-overlay{mix-blend-mode: normal;}</style></div><div class="tatsu-h3ymwmv4nj4gqryd tatsu-section tatsu-bg-overlay tatsu-clearfix" data-title="" data-headerscheme="background--dark"><div class='tatsu-section-pad clearfix' data-padding='{"d":"90px 0px 90px 0px"}' data-padding-top='90px'><div class="tatsu-row-wrap tatsu-row-full-width tatsu-row-has-one-half tatsu-row-has-two-cols tatsu-medium-gutter tatsu-reg-cols tatsu-clearfix tatsu-h3ymwmv4sx1pnrnt" ><div class="tatsu-row " ><div class="tatsu-column tatsu-bg-overlay tatsu-one-half tatsu-column-align-middle tatsu-column-image-none tatsu-column-effect-none tatsu-h3ymwmv4zgfj9hu6" 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-h3ymwmv54t6f9x9w "><div class="tatsu-text-inner tatsu-align-center clearfix" ><style>.tatsu-h3ymwmv54t6f9x9w.tatsu-text-block-wrap .tatsu-text-inner{width: 100%;text-align: center;}</style> <h2 style="text-align: center;"><span style="color: #ffffff;">The #1 Machine Learning Mini-Bootcamp</span></h2> </div></div><div class="tatsu-module tatsu-normal-button tatsu-button-wrap align-block block-center tatsu-h3ymwmv59od2ugj6 "><a class="tatsu-shortcode x-largebtn tatsu-button left-icon rounded bg-animation-none " href="https://odsc.com/california/bootcamp/" style= "" aria-label="Learn More details & save a seat" data-gdpr-atts={} target="_blank">Learn More details & save a seat</a><style>.tatsu-h3ymwmv59od2ugj6 .tatsu-button{background-color: rgba(78,138,16,1);color: #ffffff ;}</style></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" 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id="frontend.tablesModal-js"></script> <script type="text/javascript" id="frontend.tables-js-extra"> /* <![CDATA[ */ var ptsBuildConst = {"standardFonts":["Georgia","Palatino Linotype","Times New Roman","Arial","Helvetica","Arial Black","Gadget","Comic Sans MS","Impact","Charcoal","Lucida Sans Unicode","Lucida Grande","Tahoma","Geneva","Trebuchet MS","Verdana","Geneva","Courier New","Courier","Lucida Console","Monaco"]}; var ptsTables = [{"id":19,"unique_id":"Pwn8M1EB","label":"Jon Khron Fundamental Bootcamp","original_id":4,"params":{"bg_color":{"val":"#333"},"cell_color_css":{"val":"#{{table.view_id}} .ptsCol-{{el.num}} .ptsColHeader {\r\n\tbackground-color: {{ adjBs(el.color, -50) }}; \/* background color for non-css3 browsers *\/\r\n}\r\n#{{table.view_id}} .ptsCol-{{el.num}} .ptsColDesc {\r\n\tbackground-color: {{ el.color }}; \/* background color for non-css3 browsers *\/\r\n}\r\n#{{table.view_id}} .ptsCol-{{el.num}} .ptsActBtn {\r\n\t background-color: {{ adjBs(el.color, 20) }}; \/* background color for non-css3 browsers *\/\r\n}\r\n#{{table.view_id}} .ptsCol-{{el.num}} .ptsActBtn:hover {\r\n\t background-color: {{ adjBs(el.color, 50) }}; \/* background color for non-css3 browsers *\/\r\n}\r\n#{{table.view_id}} .ptsCol-{{el.num}} .ptsActBtn {\r\n \tborder: 1px solid {{ adjBs(el.color, 85) }};\r\n}\r\n\r\n#{{table.view_id}} .ptsCol-{{el.num}}.ptsTableDescCol .ptsColHeader {\r\n\tbackground-color: {{ el.color }};\r\n}\r\n#{{table.view_id}} .ptsCol-{{el.num}}.ptsTableDescCol .ptsColDesc{\r\n\tbackground-color: {{ el.color }};\r\n}"},"enb_desc_col":{"val":"1"},"rows_num":{"val":"8"},"cols_num":{"val":"3"},"text_color":{"val":"#d0d0d0"},"text_color_header":{"val":"#fff"},"text_color_desc":{"val":"#fff"},"font_family":{"val":"Open Sans"},"col_width":{"val":"186"},"calc_width":{"val":"table"},"table_width":{"val":"100"},"table_width_measure":{"val":"%"},"enb_hover_animation":{"val":"1"},"txt_item_html":{"val":"<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><span style=\"font-size: 12pt\" data-mce-style=\"font-size: 12pt;\">Your Text<\/span><\/p><\/div>"},"img_item_html":{"val":"<div class=\"ptsEl ptsElImg ptsElWithArea\" data-el=\"table_cell_img\" data-type=\"img\">\r\n\t<div class=\"ptsElArea\"><img src=\"https:\/\/aiplus.training\/wp-content\/plugins\/pricing-table-by-supsystic\/assets\/_assets\/tables\/img\/example.jpg\" \/><\/div>\r\n<\/div>"},"icon_item_html":{"val":"<div data-icon=\"fa-cog\" data-color=\"#00dcdf\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa fa-2x ptsInputShell fa-cog\"><\/i><\/div>"},"new_cell_html":{"val":"<div class=\"ptsCell\">\r\n\t<div class=\"ptsTog\">\r\n\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\">\r\n\t\t\t<p><span style=\"font-size: 13px\" data-mce-style=\"font-size: 13px;\">Your text<\/span><\/p>\r\n\t\t<\/div>\r\n\t<\/div>\r\n<\/div>"},"new_column_html":{"val":"<div class=\"ptsEl ptsCol ptsCol-3 ptsElWithArea\" data-color=\"#c3350f\" data-el=\"table_col\" data-enb-color=\"1\">\r\n\t<div class=\"ptsTableElementContent ptsElArea\">\r\n\t\t<div class=\"ptsColHeader ptsToggle\">\r\n\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\">\r\n\t\t\t\t\t<p><span style=\"font-size: 13px\" data-mce-style=\"font-size: 13px; color: #ffffff;\">ENTERPRISE<\/span><\/p>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t<div class=\"ptsColDesc ptsToggle\">\r\n\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\">\r\n\t\t\t\t\t<p><span style=\"font-size: 24pt\" data-mce-style=\"font-size: 24pt; color: #ffffff;\">699<\/span><\/p>\r\n\t\t\t\t\t<p><span data-mce-style=\"color: #ffffff;\">One Time Payment<\/span><\/p>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t<div class=\"ptsRows ptsToggle\">\r\n\t\t\t<div class=\"ptsCell\">\r\n\t\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\">\r\n\t\t\t\t\t\t<p><span style=\"font-size: 13px\" data-mce-style=\"font-size: 13px;\">50 TB<\/span><\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"ptsCell\">\r\n\t\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\">\r\n\t\t\t\t\t\t<p><span style=\"font-size: 13px\" data-mce-style=\"font-size: 13px;\">Unlimited<\/span><\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"ptsCell\">\r\n\t\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\">\r\n\t\t\t\t\t\t<p><span style=\"font-size: 13px\" data-mce-style=\"font-size: 13px;\">Unlimited<\/span><\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"ptsCell\">\r\n\t\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t\t<div class=\"ptsIcon ptsEl ptsElInput\" data-el=\"table_cell_icon\" data-type=\"icon\" data-color=\"#d0d0d0\" data-icon=\"fa-check\">\r\n\t\t\t\t\t\t<i class=\"fa fa-check ptsInputShell\"><\/i>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"ptsCell\">\r\n\t\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\">\r\n\t\t\t\t\t\t<p><span style=\"font-size: 13px\" data-mce-style=\"font-size: 13px;\">Unlimited<\/span><\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"ptsCell\">\r\n\t\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t\t<div class=\"ptsIcon ptsEl ptsElInput\" data-el=\"table_cell_icon\" data-type=\"icon\" data-color=\"#d0d0d0\" data-icon=\"fa-check\">\r\n\t\t\t\t\t\t<i class=\"fa fa-check ptsInputShell\"><\/i>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"ptsCell\">\r\n\t\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\">\r\n\t\t\t\t\t\t<p><span style=\"font-size: 13px\" data-mce-style=\"font-size: 13px;\">Unlimited<\/span><\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t\t<div class=\"ptsCell\">\r\n\t\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\">\r\n\t\t\t\t\t\t<p><span style=\"font-size: 13px\" data-mce-style=\"font-size: 13px;\">Unlimited<\/span><\/p>\r\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t\t<div class=\"ptsColFooter ptsToggle\">\r\n\t\t\t<div class=\"ptsTog\">\r\n\t\t\t\t<div class=\"ptsActBtn ptsEl ptsElInput\" data-el=\"btn\" data-bgcolor-to=\"txt\" data-bgcolor-elements=\".ptsEditArea\">\r\n\t\t\t\t\t<a target=\"_blank\" href=\"https:\/\/supsystic.com\/\" class=\"ptsEditArea ptsInputShell\">Sign up!<\/a>\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\t<\/div>\r\n<\/div>"},"resp_min_col_width":{"val":"150"},"is_horisontal_row_type":{"val":"0"}},"html":"<div class=\"ptsContainer\">\t<div class=\"ptsColsWrapper ui-sortable\">\t\t\t\t<div class=\"ptsEl ptsCol ptsCol-0 ptsTableDescCol ptsElWithArea\" data-el=\"table_col_desc\" data-color=\"#0e0c0cfc\" style=\"min-height: auto;width: 25%\" data-enb-color=\"1\">\t\t\t<div class=\"ptsTableElementContent ptsElArea\">\t\t\t\t<div class=\"ptsColHeader ptsShow\" style=\"height: 50px\">\n\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><br><\/p><\/div>\n\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsColDesc ptsShow\" style=\"height: 226px\">\n\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><span style=\"font-size: 48pt\" data-mce-style=\"font-size: 48pt; color: #adb726;\">PLANS<\/span><\/p><\/div>\n\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsRows ui-sortable\" style=\"height: auto\">\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 62px\">\n\t\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><span style=\"font-size: 10pt;text-align: center\" data-mce-style=\"font-size: 10pt; text-align: center;\">Access to ONE selected Foundations course <\/span><\/p><\/div>\n\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><span style=\"font-size: 10pt\" data-mce-style=\"font-size: 10pt;\"> Certificate of completion<\/span><\/p><\/div>\n\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 48px\">\n\t<div class=\"ptsTog\">\n\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><span style=\"font-size: 12pt\" data-mce-style=\"font-size: 12pt;\"><span style=\"font-size: 10pt\" data-mce-style=\"font-size: 10pt;\">Course Assessments<\/span><\/span><br><\/p><\/div>\n\t<\/div>\n<\/div>\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t<div class=\"ptsTog\">\n\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><span style=\"font-size: 10pt\" data-mce-style=\"font-size: 10pt;\">Access to 4 Foundations courses <\/span><br><\/p><\/div>\n\t<\/div>\n<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t<div class=\"ptsTog\">\n\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><span style=\"font-size: 10pt\" data-mce-style=\"font-size: 10pt;\">Access to All AI+ course library<\/span><br><\/p><\/div>\n\t<\/div>\n<\/div>\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsColFooter ptsShow\" style=\"height: 92px;display: none\">\n\t<div class=\"ptsTog\">\n\t\t\n\t<\/div>\n<\/div>\t\t\t<\/div>\t\t<\/div>\t\t\t\t<div class=\"ptsEl ptsCol ptsElWithArea ptsCol-1\" data-color=\"#0a0909ff\" data-el=\"table_col\" data-enb-color=\"1\" style=\"min-height: auto;width: 25%\">\t\t\t<div class=\"ptsTableElementContent ptsElArea\">\t\t\t\t<div class=\"ptsColHeader ptsToggle ptsShow\" style=\"height: 50px\">\n\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><br><\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsColDesc ptsToggle ptsShow\" style=\"height: 226px\">\n\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p style=\"text-align: center\" data-mce-style=\"text-align: center;\"><span style=\"font-size: 36pt\" data-mce-style=\"font-size: 36pt;\">$<\/span><span data-mce-style=\"font-size: 36pt;\" style=\"font-size: 64px\">139<\/span><\/p><p style=\"text-align: center\" data-mce-style=\"text-align: center;\"><br><\/p><p>Per Course<\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsRows ptsToggle ui-sortable\" style=\"height: auto\">\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 62px\">\n\t\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t\t<div class=\"ptsEl ptsIcon ptsElInput\" data-el=\"table_cell_icon\" data-type=\"icon\" data-color=\"#56a600ff\" data-icon=\"fa-check\">\n\t\t\t\t\t\t\t\t<i class=\"fa fa-check ptsInputShell fa-lg\" style=\"font-size: 1.33333em\"><\/i>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t\t<div class=\"ptsEl ptsIcon ptsElInput\" data-el=\"table_cell_icon\" data-type=\"icon\" data-color=\"#56a600ff\" data-icon=\"fa-check\">\n\t\t\t\t\t\t\t\t<i class=\"fa ptsInputShell fa-check fa-lg\" style=\"font-size: 1.33333333em\"><\/i>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 48px\">\n\t<div class=\"ptsTog\">\n\t\t<div data-icon=\"fa-check\" data-color=\"#56a600ff\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa ptsInputShell fa-check fa-lg\" style=\"font-size: 1.33333333em\"><\/i><\/div>\n\t<\/div>\n<\/div>\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t<div class=\"ptsTog\">\n\t\t<div data-icon=\"fa-times\" data-color=\"#56a600ff\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa ptsInputShell fa-lg fa-times\" style=\"font-size: 1.33333333em\"><\/i><\/div>\n\t<\/div>\n<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t<div class=\"ptsTog\">\n\t\t<div data-icon=\"fa-times\" data-color=\"#e01233ff\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa ptsInputShell fa-times fa-lg\" style=\"font-size: 1.33333333em\"><\/i><\/div>\n\t<\/div>\n<\/div>\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsColFooter ptsToggle ptsShow\" style=\"height: 92px\">\n\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t<div class=\"ptsActBtn ptsEl ptsElInput\" data-el=\"btn\" data-bgcolor-elements=\".ptsEditArea\" data-bgcolor-to=\"txt\">\n\t\t\t\t\t\t\t<a target=\"_blank\" href=\"https:\/\/app.aiplus.training\/enroll\/1072464?price_id=2095882\" class=\"ptsEditArea ptsInputShell\" title=\"One Foundations Course\">Register<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\t\t\t<\/div>\t\t<\/div>\t\t<div class=\"ptsEl ptsCol ptsElWithArea ptsCol-2\" data-color=\"#000000ff\" data-el=\"table_col\" data-enb-color=\"1\" style=\"min-height: auto;width: 25%\">\t\t\t<div class=\"ptsTableElementContent ptsElArea\">\t\t\t\t<div class=\"ptsColHeader ptsToggle ptsShow\" style=\"height: 50px\">\n\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><br><\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsColDesc ptsToggle ptsShow\" style=\"height: 226px\">\n\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><span style=\"font-size: 48pt\" data-mce-style=\"font-size: 48pt;\">$499<\/span><\/p><p><span style=\"font-size: 10pt\" data-mce-style=\"font-size: 10pt;\"><br><\/span><\/p><p><span style=\"font-size: 10pt\" data-mce-style=\"font-size: 10pt;\">all 4 courses<\/span><\/p><p><span style=\"font-size: 24pt\" data-mce-style=\"font-size: 24pt;\"><br><\/span><\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsRows ptsToggle ui-sortable\" style=\"height: auto\">\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 62px\">\n\t\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t\t<div class=\"ptsEl ptsIcon ptsElInput\" data-el=\"table_cell_icon\" data-type=\"icon\" data-color=\"#56a600\" data-icon=\"fa-check\">\n\t\t\t\t\t\t\t\t<i class=\"fa fa-check ptsInputShell fa-lg\" style=\"font-size: 1.33333333em\"><\/i>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t\t<div class=\"ptsEl ptsIcon ptsElInput\" data-el=\"table_cell_icon\" data-type=\"icon\" data-color=\"#56a600ff\" data-icon=\"fa-check\">\n\t\t\t\t\t\t\t\t<i class=\"fa ptsInputShell fa-check fa-lg\" style=\"font-size: 1.33333333em\"><\/i>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 48px\">\n\t<div class=\"ptsTog\">\n\t\t<div data-icon=\"fa-check\" data-color=\"#56a600ff\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa ptsInputShell fa-check fa-lg\" style=\"font-size: 1.33333333em\"><\/i><\/div>\n\t<\/div>\n<\/div>\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t<div class=\"ptsTog\">\n\t\t<div data-icon=\"fa-check\" data-color=\"#56a600ff\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa ptsInputShell fa-check fa-lg\" style=\"font-size: 1.33333333em\"><\/i><\/div>\n\t<\/div>\n<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t<div class=\"ptsTog\">\n\t\t<div data-icon=\"fa-times\" data-color=\"#e01233ff\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa ptsInputShell fa-lg fa-times\" style=\"font-size: 1.33333333em\"><\/i><\/div>\n\t<\/div>\n<\/div>\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsColFooter ptsToggle ptsShow\" style=\"height: 92px\">\n\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 50px\">\n\t\t\t\t\t\t<div class=\"ptsActBtn ptsEl ptsElInput\" data-el=\"btn\" data-bgcolor-elements=\".ptsEditArea\" data-bgcolor-to=\"txt\">\n\t\t\t\t\t\t\t<a target=\"_blank\" href=\"https:\/\/app.aiplus.training\/enroll\/1072464?price_id=2095888\" class=\"ptsEditArea ptsInputShell\" title=\"Register Now!\"><span data-mce-style=\"font-size: 18pt;\" style=\"text-align: center;font-weight: 400;font-size: 18pt\">Register<\/span><\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\t\t\t<\/div>\t\t<\/div>\t\t<div class=\"ptsEl ptsCol ptsElWithArea ptsCol-3\" data-color=\"#000000ff\" data-el=\"table_col\" data-enb-color=\"1\" style=\"min-height: auto;width: 25%\">\t\t\t<div class=\"ptsTableElementContent ptsElArea\">\t\t\t\t<div class=\"ptsColHeader ptsToggle ptsShow\" style=\"height: 50px\">\n\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><br><\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsColDesc ptsToggle ptsShow\" style=\"height: 226px\">\n\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t<div class=\"ptsEl\" data-el=\"table_cell_txt\" data-type=\"txt\"><p><span style=\"font-size: 18pt\" data-mce-style=\"font-size: 18pt;\"><br><\/span><\/p><p><span style=\"font-size: 18pt\" data-mce-style=\"font-size: 18pt;\">FREE WITH ANNUAL PREMIUM SUBSCRIPTION<\/span><br><\/p><p><span style=\"font-size: 36pt\" data-mce-style=\"font-size: 36pt;\"><\/span><\/p><\/div><div class=\"_1BN1N Kzi1t _3OU5v MoE_1 _2DJZN\"><div class=\"_1HjH7\"><div title=\"Protected by Grammarly\" class=\"_3qe6h _3uZqy\"> <\/div><\/div><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsRows ptsToggle ui-sortable\" style=\"height: auto\">\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 62px\">\n\t\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t\t<div class=\"ptsEl ptsIcon ptsElInput\" data-el=\"table_cell_icon\" data-type=\"icon\" data-color=\"#56a600\" data-icon=\"fa-check\">\n\t\t\t\t\t\t\t\t<i class=\"fa fa-check ptsInputShell fa-lg\" style=\"font-size: 1.33333333em\"><\/i>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t\t\t\t\t\t<div class=\"ptsTog\">\n\t\t\t\t\t\t\t<div class=\"ptsEl ptsIcon ptsElInput\" data-el=\"table_cell_icon\" data-type=\"icon\" data-color=\"#56a600ff\" data-icon=\"fa-check\">\n\t\t\t\t\t\t\t\t<i class=\"fa fa-check ptsInputShell fa-lg\" style=\"font-size: 1.33333333em\"><\/i>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 48px\">\n\t<div class=\"ptsTog\">\n\t\t<div data-icon=\"fa-check\" data-color=\"#56a600ff\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa ptsInputShell fa-check fa-lg\" style=\"font-size: 1.33333333em\"><\/i><\/div>\n\t<\/div>\n<\/div>\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t<div class=\"ptsTog\">\n\t\t<div data-icon=\"fa-check\" data-color=\"#56a600ff\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa ptsInputShell fa-check fa-lg\" style=\"font-size: 1.33333333em\"><\/i><\/div>\n\t<\/div>\n<\/div>\t\t\t\t\t\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 47px\">\n\t<div class=\"ptsTog\">\n\t\t<div data-icon=\"fa-check\" data-color=\"#56a600ff\" data-type=\"icon\" data-el=\"table_cell_icon\" class=\"ptsIcon ptsEl ptsElInput\"><i class=\"fa ptsInputShell fa-check fa-lg\" style=\"font-size: 1.33333333em\"><\/i><\/div>\n\t<\/div>\n<\/div>\t\t\t\t<\/div>\t\t\t\t<div class=\"ptsColFooter ptsToggle ptsShow\" style=\"height: 92px\">\n\t\t\t\t\t<div class=\"ptsCell\" style=\"height: 50px\">\n\t\t\t\t\t\t<div class=\"ptsActBtn ptsEl ptsElInput\" data-el=\"btn\" data-bgcolor-elements=\".ptsEditArea\" data-bgcolor-to=\"txt\">\n\t\t\t\t\t\t\t<a target=\"_blank\" href=\"https:\/\/app.aiplus.training\/enroll\/857334?price_id=1429801\" class=\"ptsEditArea ptsInputShell\" title=\"Register Now!\"><span data-mce-style=\"font-size: 18pt;\" style=\"text-align: center;font-weight: 400;font-size: 18pt\">Register<\/span><span style=\"font-size: 16px;font-weight: 400;text-align: center\"> <\/span><\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\t\t\t<\/div>\t\t<\/div>\t<\/div>\t<div style=\"clear: both\"><\/div><\/div>","css":"#{{table.view_id}} {\r\n {% if table.params.calc_width.val == 'table' %}\r\n\twidth: {{ table.params.table_width.val }}{{ table.params.table_width_measure.val }};\r\n {% endif %}\r\n text-transform: uppercase;\r\n}\r\n#{{table.view_id}} .ptsCol {\r\n {% if table.params.calc_width.val == 'table' %}\r\n \t{% if table.params.enb_desc_col.val and table.params.enb_desc_col.val != \"0\" %}\r\n \t\twidth: {{ 100 \/ (table.params.cols_num.val + 1) }}%;\r\n \t{% else%}\r\n \t\twidth: {{ 100 \/ table.params.cols_num.val }}%;\r\n \t{% endif %}\r\n {% else%}\r\n\twidth: {{ table.params.col_width.val }}px;\r\n {% endif %}\r\n transition: box-shadow 0.25 ease 0;\r\n}\r\n#{{table.view_id}} p {\r\n\tmargin: 0;\r\n}\r\n#{{table.view_id}} .ptsRows .ptsCell{\r\n\tpadding: 12px;\r\n\ttext-transform: none;\r\n\t\r\n border: 1px solid {{ adjBs(table.params.bg_color.val, 17) }};\r\n border-bottom: 1px solid {{ adjBs(table.params.bg_color.val, -34) }};\r\n border-right: 1px solid {{ adjBs(table.params.bg_color.val, -34) }};\r\n box-shadow: 0 1px 2px #00000027;\r\n text-shadow: 0 -1px #00000099;\r\n}\r\n#{{table.view_id}} .ptsColHeader {\r\n\tpadding: 15px;\r\n}\r\n#{{table.view_id}} .ptsColDesc {\r\n\tpadding: 30px 15px;\r\n}\r\n#{{table.view_id}} .ptsRows .ptsCell:nth-child(odd) {\r\n\tbackground-color: {{ adjBs(table.params.bg_color.val, 0) }};\r\n}\r\n#{{table.view_id}} .ptsRows .ptsCell:nth-child(even) {\r\n\tbackground-color: {{ adjBs(table.params.bg_color.val, -12) }};\r\n}\r\n#{{table.view_id}} .ptsColFooter {\r\n\tbackground-color: {{ adjBs(table.params.bg_color.val, -23) }};\r\n\tpadding: 20px;\r\n\tborder: 1px solid {{ adjBs(table.params.bg_color.val, -51) }};\r\n box-shadow: inset 0 1px {{ adjBs(table.params.bg_color.val, 2) }},inset 0 0 0 1px #ffffff1a;\r\n\t\r\n\t\/* gradient *\/\r\n\tbackground-image: linear-gradient(top, {{ adjBs(table.params.bg_color.val, -23) }}, {{ adjBs(table.params.bg_color.val, -44) }}); \/* W3C *\/\r\n\tfilter: 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