{"id":3542,"date":"2021-05-24T17:35:08","date_gmt":"2021-05-24T21:35:08","guid":{"rendered":"https:\/\/chrisgrundemann.com\/?post_type=avada_portfolio&#038;p=3542"},"modified":"2021-05-27T17:46:57","modified_gmt":"2021-05-27T21:46:57","slug":"utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq","status":"publish","type":"avada_portfolio","link":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/","title":{"rendered":"Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1372.8px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_2_3 2_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:66.6666666667%;--awb-margin-top-large:20px;--awb-spacing-right-large:2.88%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.88%;--awb-width-medium:66.6666666667%;--awb-order-medium:0;--awb-spacing-right-medium:2.88%;--awb-spacing-left-medium:2.88%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-widget fusion-widget-element fusion-widget-area fusion-content-widget-area wpWidget-1 wp_widget_media_video\" style=\"--awb-fusion-border-size:0px;--awb-fusion-border-style:solid;\"><div class=\"widget widget_media_video\"><div style=\"width:100%;\" class=\"wp-video\"><video class=\"wp-video-shortcode\" id=\"video-3542-1\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/youtube\" src=\"https:\/\/youtu.be\/z54YVcESctc?_=1\" \/><a href=\"https:\/\/youtu.be\/z54YVcESctc\">https:\/\/youtu.be\/z54YVcESctc<\/a><\/video><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_3 1_3 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:33.3333333333%;--awb-margin-top-large:20px;--awb-spacing-right-large:5.76%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:5.76%;--awb-width-medium:33.3333333333%;--awb-order-medium:0;--awb-spacing-right-medium:5.76%;--awb-spacing-left-medium:5.76%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-1\"><p>Machine learning models have grown tremendously in recent years, with some having hundreds of billions of data points, and we wonder how big they can get. How do we deploy even bigger models, whether it\u2019s in the cloud or using captive infrastructure? Models are getting bigger and bigger, then are distilled and annealed, and then grow bigger still. In this episode, Dennis Abts of Groq discusses the scalability of ML models with Stephen Foskett and Chris Grundemann. HPC architecture and concepts are coming to the enterprise, enabling us to work with unthinkable amounts of data. But we are also reducing the precision and complexity of models to reduce their size. The result is that businesses will be able to work with ever-larger data sets in the future&#8230;<\/p>\n<\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":4261,"featured_media":3543,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"footnotes":""},"portfolio_category":[972],"portfolio_skills":[971],"portfolio_tags":[1004,1049,986,1079],"class_list":["post-3542","avada_portfolio","type-avada_portfolio","status-publish","format-standard","has-post-thumbnail","hentry","portfolio_category-public-speaking","portfolio_skills-podcast","portfolio_tags-ai","portfolio_tags-artificial-intelligence","portfolio_tags-gestaltit","portfolio_tags-groq"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq ~ Chris Grundemann<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq ~ Chris Grundemann\" \/>\n<meta property=\"og:url\" content=\"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/\" \/>\n<meta property=\"og:site_name\" content=\"Chris Grundemann\" \/>\n<meta property=\"article:modified_time\" content=\"2021-05-27T21:46:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/chrisgrundemann.com\/wp-content\/uploads\/2021\/05\/Screen-Shot-2021-05-27-at-3.31.25-PM.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1626\" \/>\n\t<meta property=\"og:image:height\" content=\"910\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@ChrisGrundemann\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio\\\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\\\/\",\"url\":\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio\\\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\\\/\",\"name\":\"Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq ~ Chris Grundemann\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio\\\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio\\\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/chrisgrundemann.com\\\/wp-content\\\/uploads\\\/2021\\\/05\\\/Screen-Shot-2021-05-27-at-3.31.25-PM.png\",\"datePublished\":\"2021-05-24T21:35:08+00:00\",\"dateModified\":\"2021-05-27T21:46:57+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio\\\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio\\\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio\\\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\\\/#primaryimage\",\"url\":\"https:\\\/\\\/chrisgrundemann.com\\\/wp-content\\\/uploads\\\/2021\\\/05\\\/Screen-Shot-2021-05-27-at-3.31.25-PM.png\",\"contentUrl\":\"https:\\\/\\\/chrisgrundemann.com\\\/wp-content\\\/uploads\\\/2021\\\/05\\\/Screen-Shot-2021-05-27-at-3.31.25-PM.png\",\"width\":1626,\"height\":910,\"caption\":\"Expanding ML Models\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio\\\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/chrisgrundemann.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Portfolio\",\"item\":\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Public Speaking\",\"item\":\"https:\\\/\\\/chrisgrundemann.com\\\/index.php\\\/portfolio_category\\\/public-speaking\\\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/#website\",\"url\":\"https:\\\/\\\/chrisgrundemann.com\\\/\",\"name\":\"Chris Grundemann\",\"description\":\"Use technology, marketing, and strategy to take your growing business to the next level.\",\"publisher\":{\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/chrisgrundemann.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/#organization\",\"name\":\"Grundemann Technology Solutions\",\"url\":\"https:\\\/\\\/chrisgrundemann.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/chrisgrundemann.com\\\/wp-content\\\/uploads\\\/2020\\\/10\\\/cropped-GTS-Logo.png\",\"contentUrl\":\"https:\\\/\\\/chrisgrundemann.com\\\/wp-content\\\/uploads\\\/2020\\\/10\\\/cropped-GTS-Logo.png\",\"width\":512,\"height\":512,\"caption\":\"Grundemann Technology Solutions\"},\"image\":{\"@id\":\"https:\\\/\\\/chrisgrundemann.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/ChrisGrundemann\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/grundemann\",\"https:\\\/\\\/www.linkedin.com\\\/in\\\/cgrundemann\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCJ3Pk4AAVMBG4KCzxYAtExA\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq ~ Chris Grundemann","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/","og_locale":"en_US","og_type":"article","og_title":"Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq ~ Chris Grundemann","og_url":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/","og_site_name":"Chris Grundemann","article_modified_time":"2021-05-27T21:46:57+00:00","og_image":[{"width":1626,"height":910,"url":"https:\/\/chrisgrundemann.com\/wp-content\/uploads\/2021\/05\/Screen-Shot-2021-05-27-at-3.31.25-PM.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_site":"@ChrisGrundemann","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/","url":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/","name":"Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq ~ Chris Grundemann","isPartOf":{"@id":"https:\/\/chrisgrundemann.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/#primaryimage"},"image":{"@id":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/#primaryimage"},"thumbnailUrl":"https:\/\/chrisgrundemann.com\/wp-content\/uploads\/2021\/05\/Screen-Shot-2021-05-27-at-3.31.25-PM.png","datePublished":"2021-05-24T21:35:08+00:00","dateModified":"2021-05-27T21:46:57+00:00","breadcrumb":{"@id":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/#primaryimage","url":"https:\/\/chrisgrundemann.com\/wp-content\/uploads\/2021\/05\/Screen-Shot-2021-05-27-at-3.31.25-PM.png","contentUrl":"https:\/\/chrisgrundemann.com\/wp-content\/uploads\/2021\/05\/Screen-Shot-2021-05-27-at-3.31.25-PM.png","width":1626,"height":910,"caption":"Expanding ML Models"},{"@type":"BreadcrumbList","@id":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/utilizing-ai-s-2-ep-20-expanding-ml-models-beyond-current-limits-with-groq\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/chrisgrundemann.com\/"},{"@type":"ListItem","position":2,"name":"Portfolio","item":"https:\/\/chrisgrundemann.com\/index.php\/portfolio\/"},{"@type":"ListItem","position":3,"name":"Public Speaking","item":"https:\/\/chrisgrundemann.com\/index.php\/portfolio_category\/public-speaking\/"},{"@type":"ListItem","position":4,"name":"Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq"}]},{"@type":"WebSite","@id":"https:\/\/chrisgrundemann.com\/#website","url":"https:\/\/chrisgrundemann.com\/","name":"Chris Grundemann","description":"Use technology, marketing, and strategy to take your growing business to the next level.","publisher":{"@id":"https:\/\/chrisgrundemann.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/chrisgrundemann.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/chrisgrundemann.com\/#organization","name":"Grundemann Technology Solutions","url":"https:\/\/chrisgrundemann.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/chrisgrundemann.com\/#\/schema\/logo\/image\/","url":"https:\/\/chrisgrundemann.com\/wp-content\/uploads\/2020\/10\/cropped-GTS-Logo.png","contentUrl":"https:\/\/chrisgrundemann.com\/wp-content\/uploads\/2020\/10\/cropped-GTS-Logo.png","width":512,"height":512,"caption":"Grundemann Technology Solutions"},"image":{"@id":"https:\/\/chrisgrundemann.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/ChrisGrundemann","https:\/\/www.linkedin.com\/company\/grundemann","https:\/\/www.linkedin.com\/in\/cgrundemann\/","https:\/\/www.youtube.com\/channel\/UCJ3Pk4AAVMBG4KCzxYAtExA"]}]}},"jetpack_likes_enabled":false,"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/avada_portfolio\/3542","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/avada_portfolio"}],"about":[{"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/types\/avada_portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/users\/4261"}],"replies":[{"embeddable":true,"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/comments?post=3542"}],"version-history":[{"count":0,"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/avada_portfolio\/3542\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/media\/3543"}],"wp:attachment":[{"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/media?parent=3542"}],"wp:term":[{"taxonomy":"portfolio_category","embeddable":true,"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/portfolio_category?post=3542"},{"taxonomy":"portfolio_skills","embeddable":true,"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/portfolio_skills?post=3542"},{"taxonomy":"portfolio_tags","embeddable":true,"href":"https:\/\/chrisgrundemann.com\/index.php\/wp-json\/wp\/v2\/portfolio_tags?post=3542"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}