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<!DOCTYPE html><html><head><meta charSet="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1"/><title>Snowflake with Plotly</title><meta name="title" content="Snowflake with Plotly"/><meta name="description" content="Learn how using Snowflake and Plotly together ensures the delivery of production-grade delivery apps that use real-time machine learning and AI processes."/><meta name="twitter:title" content="Snowflake with Plotly"/><meta name="twitter:description" content="Learn how using Snowflake and Plotly together ensures the delivery of production-grade delivery apps that use real-time machine learning and AI processes."/><meta name="twitter:image" content="https://images.prismic.io/plotly-marketing-website-2/ZldS4KWtHYXtT6Ch_Snowflake.png?auto=format,compress?auto=compress,format"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:site" content="@plotlygraphs"/><meta name="twitter:creator" content="@plotlygraphs"/><meta property="og:title" content="Snowflake with Plotly"/><meta property="og:description" content="Learn how using Snowflake and Plotly together ensures the delivery of production-grade delivery apps that use real-time machine learning and AI processes."/><meta property="og:url" content="/dash/snowflake/"/><meta property="og:type" content="website"/><meta property="og:image" content="https://images.prismic.io/plotly-marketing-website-2/ZldS4KWtHYXtT6Ch_Snowflake.png?auto=format,compress?auto=compress,format"/><meta property="og:image:type" content="image/jpg"/><meta property="og:image:url" content="https://images.prismic.io/plotly-marketing-website-2/ZldS4KWtHYXtT6Ch_Snowflake.png?auto=format,compress?auto=compress,format"/><meta property="og:image:secure_url" content="https://images.prismic.io/plotly-marketing-website-2/ZldS4KWtHYXtT6Ch_Snowflake.png?auto=format,compress?auto=compress,format"/><meta name="robots" content="index, follow"/><meta property="og:image:alt" content="Plotly"/><meta property="og:image:width" content="50"/><meta property="og:image:height" content="50"/><meta property="og:locale" content="en_IE"/><link rel="icon" type="image/x-icon" href="favicon.ico"/><link rel="icon" id="favicon" type="image/svg+xml" href="https://images.prismic.io/plotly-marketing-website-2/798854a2-209b-4e03-959f-965613354c4f_favicon_new_white.png?auto=compress,format"/><script type="application/ld+json">{"@context":"https://schema.org","@type":"Corporation","name":"Plotly","url":"https://plotly.com/","description":"Plotly is a software company whose mission is to enable every company, around the world, to build data apps.","logo":"https://images.prismic.io/plotly-marketing-website-2/a8e0a665-64b3-4d45-8f06-36ab5c165a65_google-search-logo.png","sameAs":["https://www.facebook.com/Plotly/","https://twitter.com/plotlygraphs","https://www.linkedin.com/company/plotly/","https://www.instagram.com/plotly/","https://github.com/plotly"]}</script><script type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":"1","name":"Dash","item":"https://plotly.com/dash/"},{"@type":"ListItem","position":"2","name":"Snowflake with Plotly","item":"https://plotly.com/dash/snowflake/"}]}</script><meta name="next-head-count" content="28"/><meta name="robots" content="index,follow"/><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"pageData":{"id":"YYNt3hEAACMALMev","uid":"snowflake","url":null,"type":"dash_pages","href":"https://plotly-marketing-website-2.cdn.prismic.io/api/v2/documents/search?ref=Z0D1mxEAAB8ArPB1\u0026q=%5B%5B%3Ad+%3D+at%28document.id%2C+%22YYNt3hEAACMALMev%22%29+%5D%5D","tags":[],"first_publication_date":"2021-11-04T05:21:40+0000","last_publication_date":"2024-05-29T17:35:34+0000","slugs":["snowflake-data-apps-built-with-dash-enterprise","dash-apps-built-with-dash-enterprise","see-it-in-action","modern-data-integrate-machine-learning-and-big-data-into-real-time-business-intelligence-with-snowflake-and-plotlys-dash","architecture","snowflake-and-dash-integration"],"linked_documents":[],"lang":"en-us","alternate_languages":[],"data":{"body":[{"primary":{"animation":true,"color_1":null,"color_2":null,"color_3":null,"static_background":false},"items":[{}],"id":"subtle_animation$c5080e45-c6b4-496b-9115-b90a714deebf","slice_type":"subtle_animation","slice_label":null},{"primary":{"hero_subtitle":"SOLUTIONS","hero_title":"Snowflake with Plotly","hero_title_width":"100%","image":{"link_type":"Media"},"multiple_image":[],"media_alt":"Snowflake with Plotly","hero_description":[{"type":"paragraph","text":"Snowflake is a cloud-based data warehouse service. 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(min-width: 768px){.css-95yelb{font-size:var(--chakra-fontSizes-lg);}}</style><p class="chakra-text css-95yelb">SOLUTIONS</p><style data-emotion="css 1nuwe1h">.css-1nuwe1h{font-family:var(--chakra-fonts-heading);display:inline-block;max-width:100%;font-size:var(--chakra-fontSizes-7xl);font-weight:600;letter-spacing:var(--chakra-letterSpacings-normal);line-height:44px;color:var(--chakra-colors-textPrimary);}@media screen and (min-width: 768px){.css-1nuwe1h{font-size:var(--chakra-fontSizes-7-5xl);}}@media screen and (min-width: 960px){.css-1nuwe1h{font-size:var(--chakra-fontSizes-9-5xl);line-height:66px;}}</style><h1 class="chakra-heading css-1nuwe1h">Snowflake with Plotly</h1><style data-emotion="css 1m8zbn">.css-1m8zbn{max-width:960px;color:var(--chakra-colors-bodyText);line-height:1.3;font-size:var(--chakra-fontSizes-sm);text-align:center;}.css-1m8zbn a{color:var(--chakra-colors-accentPrimary);}.css-1m8zbn a:hover,.css-1m8zbn 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Plotly has partnered with Snowflake to ensure Dash is the ideal front-end for your Snowflake database. 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data-emotion="css zkypaq">.css-zkypaq{width:100%;-webkit-margin-start:auto;margin-inline-start:auto;-webkit-margin-end:auto;margin-inline-end:auto;-webkit-padding-start:var(--chakra-space-4);padding-inline-start:var(--chakra-space-4);-webkit-padding-end:var(--chakra-space-4);padding-inline-end:var(--chakra-space-4);max-width:1200px;color:var(--chakra-colors-textPrimary);}</style><div class="chakra-container css-zkypaq"><style data-emotion="css 1epuec8">.css-1epuec8{line-height:1.3;color:var(--chakra-colors-textPrimary);text-align:center;padding-bottom:0px;}.css-1epuec8 h1{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-7xl);}@media screen and (min-width: 768px){.css-1epuec8 h1{font-size:var(--chakra-fontSizes-7-5xl);}}@media screen and (min-width: 960px){.css-1epuec8 h1{font-size:var(--chakra-fontSizes-9-5xl);}}.css-1epuec8 h2{font-family:var(--chakra-fonts-heading);font-weight:600;line-height:37.5px;}@media screen and (min-width: 240px){.css-1epuec8 h2{font-size:var(--chakra-fontSizes-4xl);}}@media screen and (min-width: 768px){.css-1epuec8 h2{line-height:var(--chakra-lineHeights-short);}}@media screen and (min-width: 960px){.css-1epuec8 h2{font-size:var(--chakra-fontSizes-5xl);}}.css-1epuec8 h3{font-family:var(--chakra-fonts-heading);font-weight:var(--chakra-fontWeights-bold);}@media screen and (min-width: 240px){.css-1epuec8 h3{font-size:var(--chakra-fontSizes-3xl);}}@media screen and (min-width: 768px){.css-1epuec8 h3{font-size:var(--chakra-fontSizes-4xl);}}.css-1epuec8 h4{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-xl);font-weight:var(--chakra-fontWeights-bold);}.css-1epuec8 h5{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-lg);font-weight:var(--chakra-fontWeights-bold);}.css-1epuec8 h6{font-family:var(--chakra-fonts-heading);font-size:var(--chakra-fontSizes-sm);font-weight:var(--chakra-fontWeights-bold);}.css-1epuec8 strong{color:var(--chakra-colors-accentPrimary);}.css-1epuec8 p{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-xl);}</style><div class="css-1epuec8"><style data-emotion="css 1153lrp">.css-1153lrp{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;gap:var(--chakra-space-5);}</style><div class="chakra-stack css-1153lrp"><h2>Snowflake Data Apps Built with Dash Enterprise</h2><style data-emotion="css 1fxkrq">.css-1fxkrq{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;margin:0px;width:100%;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;text-align:center;}.css-1fxkrq p{width:80%;font-size:var(--chakra-fontSizes-xl);}</style><div class="css-1fxkrq"><p>Dash provides a friendly Python interface for creating flexible, interactive, and customizable apps that connect directly to your analytics code.</p></div></div></div><style data-emotion="css 14dkrsr">.css-14dkrsr{position:relative;display:block;padding-top:0px;}</style><div class="chakra-tabs css-14dkrsr"><style data-emotion="css 8hrsx7">.css-8hrsx7{padding-top:0px;width:100%;}</style><div class="chakra-tabs__tab-panels css-8hrsx7"><style data-emotion="css 1v3ebix">.css-1v3ebix{padding:var(--chakra-space-4);outline:2px solid transparent;outline-offset:2px;padding-top:0px;}</style><div tabindex="0" role="tabpanel" aria-labelledby="tabs-:Rlcl55sm:--tab-0" id="tabs-:Rlcl55sm:--tabpanel-0" class="chakra-tabs__tab-panel css-1v3ebix"><div class="chakra-offset-slide" style="opacity:0;transform:scale(0.9) translateZ(0)"><style data-emotion="css 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1m7tg19">.css-1m7tg19{position:relative;}.css-1m7tg19>*:not(style){overflow:hidden;position:absolute;top:0px;right:0px;bottom:0px;left:0px;display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;-webkit-box-pack:center;-ms-flex-pack:center;-webkit-justify-content:center;justify-content:center;-webkit-align-items:center;-webkit-box-align:center;-ms-flex-align:center;align-items:center;width:100%;height:100%;}.css-1m7tg19>img,.css-1m7tg19>video{object-fit:cover;}.css-1m7tg19::before{height:0px;content:"";display:block;padding-bottom:56.25%;}</style><div class="chakra-aspect-ratio css-1m7tg19"><style data-emotion="css lggpzz">.css-lggpzz img{position:relative!important;width:100%!important;height:auto!important;}.css-lggpzz span{position:relative!important;padding-top:70px;}</style><div class="css-lggpzz"><style data-emotion="css g98gbd">.css-g98gbd{object-fit:contain;}</style><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:absolute;top:0;left:0;bottom:0;right:0"><img alt="Interest Rate Modeling" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="fill" class="css-g98gbd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="Interest Rate Modeling" loading="lazy" decoding="async" data-nimg="fill" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-g98gbd" sizes="100vw" srcSet="https://images.prismic.io/plotly-marketing-website-2/3994ecc2-661f-4c72-8278-7fff40e7d050_app_demo_DE-67.png?auto=compress%2Cformat&fit=max&w=640 640w, https://images.prismic.io/plotly-marketing-website-2/3994ecc2-661f-4c72-8278-7fff40e7d050_app_demo_DE-67.png?auto=compress%2Cformat&fit=max&w=750 750w, https://images.prismic.io/plotly-marketing-website-2/3994ecc2-661f-4c72-8278-7fff40e7d050_app_demo_DE-67.png?auto=compress%2Cformat&fit=max&w=828 828w, https://images.prismic.io/plotly-marketing-website-2/3994ecc2-661f-4c72-8278-7fff40e7d050_app_demo_DE-67.png?auto=compress%2Cformat&fit=max&w=1080 1080w, https://images.prismic.io/plotly-marketing-website-2/3994ecc2-661f-4c72-8278-7fff40e7d050_app_demo_DE-67.png?auto=compress%2Cformat&fit=max&w=1200 1200w, https://images.prismic.io/plotly-marketing-website-2/3994ecc2-661f-4c72-8278-7fff40e7d050_app_demo_DE-67.png?auto=compress%2Cformat&fit=max&w=1920 1920w, https://images.prismic.io/plotly-marketing-website-2/3994ecc2-661f-4c72-8278-7fff40e7d050_app_demo_DE-67.png?auto=compress%2Cformat&fit=max&w=2048 2048w, https://images.prismic.io/plotly-marketing-website-2/3994ecc2-661f-4c72-8278-7fff40e7d050_app_demo_DE-67.png?auto=compress%2Cformat&fit=max&w=3840 3840w" src="https://images.prismic.io/plotly-marketing-website-2/3994ecc2-661f-4c72-8278-7fff40e7d050_app_demo_DE-67.png?auto=compress%2Cformat&fit=max&w=3840"/></noscript></span></div></div><style data-emotion="css m3ah1n">.css-m3ah1n{display:-webkit-box;display:-webkit-flex;display:-ms-flexbox;display:flex;padding-top:var(--chakra-space-16);padding-bottom:var(--chakra-space-16);-webkit-flex-direction:column;-ms-flex-direction:column;flex-direction:column;-webkit-box-pack:justify;-webkit-justify-content:space-between;justify-content:space-between;}@media screen and (min-width: 768px){.css-m3ah1n{-webkit-flex-direction:row;-ms-flex-direction:row;flex-direction:row;}}</style><div class="css-m3ah1n"><style data-emotion="css g5r5mg">.css-g5r5mg{width:var(--chakra-sizes-full);max-width:100%;text-align:initial;-webkit-align-items:initial;-webkit-box-align:initial;-ms-flex-align:initial;align-items:initial;}.css-g5r5mg a{color:var(--chakra-colors-accentPrimary);font-size:var(--chakra-fontSizes-xl);}@media screen and (min-width: 240px){.css-g5r5mg h2{font-size:var(--chakra-fontSizes-4xl);}}@media screen and (min-width: 960px){.css-g5r5mg h2{font-size:var(--chakra-fontSizes-5xl);}}.css-g5r5mg ul{list-style:none;}@media screen and (min-width: 768px){.css-g5r5mg{width:40%;}}</style><div class="css-g5r5mg"><style data-emotion="css 170dn7z">.css-170dn7z{font-family:var(--chakra-fonts-heading);font-weight:var(--chakra-fontWeights-bold);font-size:var(--chakra-fontSizes-5xl);padding-bottom:var(--chakra-space-2);}</style><h2 class="chakra-heading css-170dn7z">Demo App: Interest Rate Modeling</h2><style data-emotion="css 1372fe5">.css-1372fe5{text-align:initial;-webkit-align-items:initial;-webkit-box-align:initial;-ms-flex-align:initial;align-items:initial;}.css-1372fe5 ul{list-style:none;}.css-1372fe5 h1{font-family:var(--chakra-fonts-heading);fontsize:6xl;}.css-1372fe5 p{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-md);}@media screen and (min-width: 960px){.css-1372fe5 p{font-size:var(--chakra-fontSizes-xl);}}.css-1372fe5 ol{list-style:inside;list-style-type:decimal;}.css-1372fe5 li{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-md);}@media screen and (min-width: 960px){.css-1372fe5 li{font-size:var(--chakra-fontSizes-lg);}}.css-1372fe5 li:not(:first-of-type){padding-top:var(--chakra-space-3);}.css-1372fe5 a{color:var(--chakra-colors-accentPrimary);font-weight:600;padding-top:var(--chakra-space-3);}@media screen and (min-width: 240px){.css-1372fe5 a{font-size:var(--chakra-fontSizes-xl);}}@media screen and (min-width: 960px){.css-1372fe5 a{font-size:var(--chakra-fontSizes-lg);}}.css-1372fe5 a:hover,.css-1372fe5 a[data-hover]{-webkit-text-decoration:underline!important;text-decoration:underline!important;}.css-1372fe5 >:not(:first-of-type){padding-top:var(--chakra-space-4);}.css-1372fe5 strong{padding-top:var(--chakra-space-4);}.css-1372fe5 em{font-size:var(--chakra-fontSizes-2-75xl);font-weight:600;font-style:unset;color:var(--chakra-colors-textPrimary);}</style><div class="css-1372fe5"><ul><li></li></ul></div></div><style data-emotion="css qg7tq2">.css-qg7tq2{width:var(--chakra-sizes-full);padding-top:var(--chakra-space-6);color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-lg);}.css-qg7tq2 ul{list-style:none;}.css-qg7tq2 h1{font-family:var(--chakra-fonts-heading);fontsize:6xl;}.css-qg7tq2 p{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-md);}@media screen and (min-width: 960px){.css-qg7tq2 p{font-size:var(--chakra-fontSizes-xl);}}.css-qg7tq2 ol{list-style:inside;list-style-type:decimal;}.css-qg7tq2 li{color:var(--chakra-colors-bodyText);font-size:var(--chakra-fontSizes-md);}@media screen and (min-width: 240px){.css-qg7tq2 li{font-size:var(--chakra-fontSizes-xl);}}@media screen and (min-width: 960px){.css-qg7tq2 li{font-size:var(--chakra-fontSizes-lg);}}.css-qg7tq2 li:not(:first-of-type){padding-top:var(--chakra-space-3);}.css-qg7tq2 a{color:var(--chakra-colors-accentPrimary);font-weight:600;padding-top:var(--chakra-space-3);}.css-qg7tq2 a:hover,.css-qg7tq2 a[data-hover]{-webkit-text-decoration:underline!important;text-decoration:underline!important;}.css-qg7tq2 >:not(:first-of-type){padding-top:var(--chakra-space-4);}.css-qg7tq2 strong{padding-top:var(--chakra-space-4);}.css-qg7tq2 em{font-size:var(--chakra-fontSizes-2-75xl);font-weight:600;font-style:unset;color:var(--chakra-colors-textPrimary);}.css-qg7tq2 .code{font-family:monospace;background-color:var(--chakra-colors-codeBackground);border:0.1px solid;border-color:var(--chakra-colors-codeBorder);border-radius:3px;font-size:95%;color:var(--chakra-colors-codeColor);font-weight:600;padding-left:3px;padding-right:3px;}.css-qg7tq2 .list{position:relative;display:inline-block;padding-left:var(--chakra-space-4);margin-left:var(--chakra-space-2);width:97%;}.css-qg7tq2 .list:before{content:"•";position:absolute;left:var(--chakra-space-1);}@media screen and (min-width: 768px){.css-qg7tq2{width:55%;padding-top:initial;}}</style><div class="css-qg7tq2"><ul><li>Querying data from a Snowflake Data Warehouse, this app trains and evaluates a L2 regression (Ridge) model for predicting the interest rates of loans based on various factors.</li></ul></div></div></div></li><li class="splide__slide"><div class="css-otsidp"><div class="chakra-aspect-ratio css-1m7tg19"><div class="css-lggpzz"><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:absolute;top:0;left:0;bottom:0;right:0"><img alt="Beyond BI" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="fill" class="css-g98gbd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="Beyond BI" loading="lazy" decoding="async" data-nimg="fill" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-g98gbd" sizes="100vw" srcSet="https://images.prismic.io/plotly-marketing-website-2/e4cbba15-080a-420b-94d6-344b27c1abaa_app_demo_DE-87.png?auto=compress%2Cformat&fit=max&w=640 640w, https://images.prismic.io/plotly-marketing-website-2/e4cbba15-080a-420b-94d6-344b27c1abaa_app_demo_DE-87.png?auto=compress%2Cformat&fit=max&w=750 750w, https://images.prismic.io/plotly-marketing-website-2/e4cbba15-080a-420b-94d6-344b27c1abaa_app_demo_DE-87.png?auto=compress%2Cformat&fit=max&w=828 828w, https://images.prismic.io/plotly-marketing-website-2/e4cbba15-080a-420b-94d6-344b27c1abaa_app_demo_DE-87.png?auto=compress%2Cformat&fit=max&w=1080 1080w, https://images.prismic.io/plotly-marketing-website-2/e4cbba15-080a-420b-94d6-344b27c1abaa_app_demo_DE-87.png?auto=compress%2Cformat&fit=max&w=1200 1200w, https://images.prismic.io/plotly-marketing-website-2/e4cbba15-080a-420b-94d6-344b27c1abaa_app_demo_DE-87.png?auto=compress%2Cformat&fit=max&w=1920 1920w, https://images.prismic.io/plotly-marketing-website-2/e4cbba15-080a-420b-94d6-344b27c1abaa_app_demo_DE-87.png?auto=compress%2Cformat&fit=max&w=2048 2048w, https://images.prismic.io/plotly-marketing-website-2/e4cbba15-080a-420b-94d6-344b27c1abaa_app_demo_DE-87.png?auto=compress%2Cformat&fit=max&w=3840 3840w" src="https://images.prismic.io/plotly-marketing-website-2/e4cbba15-080a-420b-94d6-344b27c1abaa_app_demo_DE-87.png?auto=compress%2Cformat&fit=max&w=3840"/></noscript></span></div></div><div class="css-m3ah1n"><div class="css-g5r5mg"><h2 class="chakra-heading css-170dn7z">Demo App: Beyond BI - AI and ML with Snowflake and Dash</h2><div class="css-1372fe5"><ul><li><a href="https://dash.gallery/dash-snowflake/">Learn more →</a></li></ul></div></div><div class="css-qg7tq2"><ul><li>Designed to search and analyze over half a million user reviews from Amazon, this app utilizes Snowflake to efficiently search through 568,444 reviews.</li></ul></div></div></div></li><li class="splide__slide"><div class="css-otsidp"><div class="chakra-aspect-ratio css-1m7tg19"><div class="css-lggpzz"><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:absolute;top:0;left:0;bottom:0;right:0"><img alt="Machine Learning for Loan Grade Analysis" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="fill" class="css-g98gbd" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain"/><noscript><img alt="Machine Learning for Loan Grade Analysis" loading="lazy" decoding="async" data-nimg="fill" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:contain" class="css-g98gbd" sizes="100vw" srcSet="https://images.prismic.io/plotly-marketing-website-2/1861f576-53e0-4ef3-87db-4a8817b09fce_app_demo_DE-66.png?auto=compress%2Cformat&fit=max&w=640 640w, https://images.prismic.io/plotly-marketing-website-2/1861f576-53e0-4ef3-87db-4a8817b09fce_app_demo_DE-66.png?auto=compress%2Cformat&fit=max&w=750 750w, https://images.prismic.io/plotly-marketing-website-2/1861f576-53e0-4ef3-87db-4a8817b09fce_app_demo_DE-66.png?auto=compress%2Cformat&fit=max&w=828 828w, https://images.prismic.io/plotly-marketing-website-2/1861f576-53e0-4ef3-87db-4a8817b09fce_app_demo_DE-66.png?auto=compress%2Cformat&fit=max&w=1080 1080w, https://images.prismic.io/plotly-marketing-website-2/1861f576-53e0-4ef3-87db-4a8817b09fce_app_demo_DE-66.png?auto=compress%2Cformat&fit=max&w=1200 1200w, https://images.prismic.io/plotly-marketing-website-2/1861f576-53e0-4ef3-87db-4a8817b09fce_app_demo_DE-66.png?auto=compress%2Cformat&fit=max&w=1920 1920w, https://images.prismic.io/plotly-marketing-website-2/1861f576-53e0-4ef3-87db-4a8817b09fce_app_demo_DE-66.png?auto=compress%2Cformat&fit=max&w=2048 2048w, https://images.prismic.io/plotly-marketing-website-2/1861f576-53e0-4ef3-87db-4a8817b09fce_app_demo_DE-66.png?auto=compress%2Cformat&fit=max&w=3840 3840w" src="https://images.prismic.io/plotly-marketing-website-2/1861f576-53e0-4ef3-87db-4a8817b09fce_app_demo_DE-66.png?auto=compress%2Cformat&fit=max&w=3840"/></noscript></span></div></div><div class="css-m3ah1n"><div class="css-g5r5mg"><h2 class="chakra-heading css-170dn7z">Demo App: Machine Learning for Loan Grade Analysis</h2><div class="css-1372fe5"><ul><li></li></ul></div></div><div class="css-qg7tq2"><ul><li>This app connects and queries from Snowflake databases, using pre-trained Decision Tree Classifiers to perform real-time predictions on tabular data.</li></ul></div></div></div></li></ul></div></div></div></div><style data-emotion="css 1kxye90">.css-1kxye90{width:100%;height:2px;background-image:linear-gradient(to right, var(--chakra-colors-gradientStart), var(--chakra-colors-gradientEndSecondary));}</style><div class="css-1kxye90"></div></div></div></div></div></div></div><style data-emotion="css 15s9sq8">.css-15s9sq8{position:relative;padding-bottom:var(--chakra-space-16);background:#000000;}@media screen and (min-width: 240px){.css-15s9sq8{padding-top:var(--chakra-space-10);padding-bottom:var(--chakra-space-10);}}@media screen and (min-width: 960px){.css-15s9sq8{padding-top:var(--chakra-space-16);padding-bottom:var(--chakra-space-36);}}</style><div class="css-15s9sq8"><div class="chakra-container 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