{"id":1814,"date":"2024-09-03T17:26:30","date_gmt":"2024-09-03T17:26:30","guid":{"rendered":"https:\/\/solutionsreview.com\/thought-leaders\/?p=1814"},"modified":"2024-09-03T17:26:30","modified_gmt":"2024-09-03T17:26:30","slug":"why-now-is-the-time-to-move-to-data-centric-ai","status":"publish","type":"post","link":"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/","title":{"rendered":"Why Now Is the Time to Move to Data-Centric AI"},"content":{"rendered":"<h4><strong>Model-centric AI Helps You Get Started<\/strong><\/h4>\n<p>In The Art of War, Sun Tzu advises, \u201cIn all fighting, the direct method may be used for joining battle, but indirect methods will be needed for securing victory.\u201d<\/p>\n<p>Regarding joining the AI battle,\u00a0<strong>model-centric AI\u00a0<\/strong>has been the direct method focusing on the innovation of ever-improving algorithmic models. With model-centric AI, your data scientists build model architectures, fine-tune parameters, and then create and refine different algorithms. The benefits have been staggering, but the costs are adding up.<\/p>\n<ul>\n<li><strong>Model builders are in short supply and expensive<\/strong><\/li>\n<li><strong>Model complexity is increasing faster than model effectiveness<\/strong><\/li>\n<li><strong>Models trained on clean test data sets often fail when encountering the real world\u2019s messy data.<\/strong><\/li>\n<\/ul>\n<p>Following Sun Tzu\u2019s counsel, securing victory in the AI battleground requires indirect methods, namely<strong>\u00a0data-centric<\/strong>\u00a0<strong>AI<\/strong>.<\/p>\n<h3><strong>What Is Data-Centric AI and Why Should You Care?<\/strong><\/h3>\n<p><a href=\"https:\/\/www.gartner.com\/en\/information-technology\/glossary\/data-centric-ai\" target=\"_blank\" rel=\"noopener nofollow\" class=\"external\">According to Gartner<\/a>, \u201c<em>Data-centric AI is an approach that focuses on enhancing and enriching training data to drive better AI outcomes, as opposed to a model-centric approach wherein AI outcomes are driven by model tuning. Data-centric AI also addresses data quality, privacy, and scalability<\/em>.\u201d (1)<\/p>\n<h3><strong>How To Win the AI Battle with Data-Centric AI\u00a0<\/strong><\/h3>\n<p>According to Sun Tza, controlling a large force is the same principle as controlling a few men: it is merely a question of dividing their numbers.<\/p>\n<p>However, given all your model-centric AI investments, moving to data-centric AI may require a significant resource reallocation.<\/p>\n<p>To help you understand and make a case for this transition, we have assembled three experts:\u00a0<a href=\"https:\/\/www.linkedin.com\/company\/info-via\/\" target=\"_self\" rel=\"noopener nofollow\" class=\"external\">infoVia<\/a>&#8216;s\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/michaelmagalsky\/\" target=\"_blank\" rel=\"noopener nofollow\" data-test-app-aware-link=\"\" class=\"external\">Michael Magalsky<\/a>,\u00a0<a href=\"https:\/\/www.linkedin.com\/company\/alation\/\" target=\"_self\" data-test-app-aware-link=\"\" rel=\"noopener nofollow\" class=\"external\">Alation<\/a>&#8216;s\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/davidsweenor\/\" target=\"_blank\" rel=\"noopener nofollow\" data-test-app-aware-link=\"\" class=\"external\">David Sweenor<\/a>, and\u00a0<a href=\"https:\/\/www.linkedin.com\/company\/dataopslive\/\" target=\"_self\" data-test-app-aware-link=\"\" rel=\"noopener nofollow\" class=\"external\">DataOps.live<\/a>&#8216;s\u00a0<a href=\"https:\/\/www.linkedin.com\/in\/guydadams\/\" target=\"_blank\" rel=\"noopener nofollow\" data-test-app-aware-link=\"\" class=\"external\">Guy Adams<\/a>\u00a0on Friday, September 6, 2024 at Noon ET, for our September Jam Session:\u00a0<strong>Why Now Is the Time to Move to Data-Centric AI<\/strong>.<\/p>\n<p>Join us when our experts address the following:<\/p>\n<ol start=\"1\" type=\"1\">\n<li>What is Data-centric AI?<\/li>\n<li>Why is a data-centric approach needed?<\/li>\n<li>How do data-centric AI and model-centric AI differ?<\/li>\n<li>What technologies are critical to data-centric AI success?<\/li>\n<li>Where are the best places to start your data-centric AI journey?<\/li>\n<\/ol>\n<p>See you there.<\/p>\n<h3><a href=\"https:\/\/insightjam.com\/posts\/66109187?utm_source=manual\" target=\"_blank\" rel=\"noopener nofollow\" class=\"external\"><span style=\"text-decoration: underline;\"><span style=\"color: #ff0000; text-decoration: underline;\">Register (free) for the Friday Jam Session: Why Now is the Time to Move to Data-Centric AI<\/span><\/span><\/a><\/h3>\n","protected":false},"excerpt":{"rendered":"<p>Model-centric AI Helps You Get Started In The Art of War, Sun Tzu advises, \u201cIn all fighting, the direct method may be used for joining battle, but indirect methods will be needed for securing victory.\u201d Regarding joining the AI battle,\u00a0model-centric AI\u00a0has been the direct method focusing on the innovation of ever-improving algorithmic models. With model-centric [&hellip;]<\/p>\n","protected":false},"author":414,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[96],"tags":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Why Now Is the Time to Move to Data-Centric AI<\/title>\n<meta name=\"robots\" content=\"noindex, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Why Now Is the Time to Move to Data-Centric AI\" \/>\n<meta property=\"og:description\" content=\"Model-centric AI Helps You Get Started In The Art of War, Sun Tzu advises, \u201cIn all fighting, the direct method may be used for joining battle, but indirect methods will be needed for securing victory.\u201d Regarding joining the AI battle,\u00a0model-centric AI\u00a0has been the direct method focusing on the innovation of ever-improving algorithmic models. With model-centric [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Solutions Review Thought Leaders\" \/>\n<meta property=\"article:published_time\" content=\"2024-09-03T17:26:30+00:00\" \/>\n<meta name=\"author\" content=\"Robert Eve\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Robert Eve\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/\",\"url\":\"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/\",\"name\":\"Why Now Is the Time to Move to Data-Centric AI\",\"isPartOf\":{\"@id\":\"https:\/\/solutionsreview.com\/thought-leaders\/#website\"},\"datePublished\":\"2024-09-03T17:26:30+00:00\",\"dateModified\":\"2024-09-03T17:26:30+00:00\",\"author\":{\"@id\":\"https:\/\/solutionsreview.com\/thought-leaders\/#\/schema\/person\/b2f8f615fd6ff40efeebe33afc847d31\"},\"breadcrumb\":{\"@id\":\"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/solutionsreview.com\/thought-leaders\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Why Now Is the Time to Move to Data-Centric AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/solutionsreview.com\/thought-leaders\/#website\",\"url\":\"https:\/\/solutionsreview.com\/thought-leaders\/\",\"name\":\"Solutions Review Thought Leaders\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/solutionsreview.com\/thought-leaders\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/solutionsreview.com\/thought-leaders\/#\/schema\/person\/b2f8f615fd6ff40efeebe33afc847d31\",\"name\":\"Robert Eve\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/solutionsreview.com\/thought-leaders\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/43e2a7917dc19027609652054de6b7f2?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/43e2a7917dc19027609652054de6b7f2?s=96&d=mm&r=g\",\"caption\":\"Robert Eve\"},\"description\":\"Robert (Bob) Eve is a data management thought leader who helps users and vendors achieve data-driven success. At Composite Software Bob helped define the data virtualization category and co-authored the first book on Data Virtualization, Data Virtualization: Going Beyond Traditional Data Integration to Achieve Business Agility. Bob has held executive leadership roles at Oracle, PeopleSoft, Mercury Interactive, Cisco, and TIBCO.\",\"url\":\"https:\/\/solutionsreview.com\/thought-leaders\/author\/robert-eve\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Why Now Is the Time to Move to Data-Centric AI","robots":{"index":"noindex","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"og_locale":"en_US","og_type":"article","og_title":"Why Now Is the Time to Move to Data-Centric AI","og_description":"Model-centric AI Helps You Get Started In The Art of War, Sun Tzu advises, \u201cIn all fighting, the direct method may be used for joining battle, but indirect methods will be needed for securing victory.\u201d Regarding joining the AI battle,\u00a0model-centric AI\u00a0has been the direct method focusing on the innovation of ever-improving algorithmic models. With model-centric [&hellip;]","og_url":"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/","og_site_name":"Solutions Review Thought Leaders","article_published_time":"2024-09-03T17:26:30+00:00","author":"Robert Eve","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Robert Eve","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/","url":"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/","name":"Why Now Is the Time to Move to Data-Centric AI","isPartOf":{"@id":"https:\/\/solutionsreview.com\/thought-leaders\/#website"},"datePublished":"2024-09-03T17:26:30+00:00","dateModified":"2024-09-03T17:26:30+00:00","author":{"@id":"https:\/\/solutionsreview.com\/thought-leaders\/#\/schema\/person\/b2f8f615fd6ff40efeebe33afc847d31"},"breadcrumb":{"@id":"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/solutionsreview.com\/thought-leaders\/why-now-is-the-time-to-move-to-data-centric-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/solutionsreview.com\/thought-leaders\/"},{"@type":"ListItem","position":2,"name":"Why Now Is the Time to Move to Data-Centric AI"}]},{"@type":"WebSite","@id":"https:\/\/solutionsreview.com\/thought-leaders\/#website","url":"https:\/\/solutionsreview.com\/thought-leaders\/","name":"Solutions Review Thought Leaders","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/solutionsreview.com\/thought-leaders\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/solutionsreview.com\/thought-leaders\/#\/schema\/person\/b2f8f615fd6ff40efeebe33afc847d31","name":"Robert Eve","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/solutionsreview.com\/thought-leaders\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/43e2a7917dc19027609652054de6b7f2?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/43e2a7917dc19027609652054de6b7f2?s=96&d=mm&r=g","caption":"Robert Eve"},"description":"Robert (Bob) Eve is a data management thought leader who helps users and vendors achieve data-driven success. At Composite Software Bob helped define the data virtualization category and co-authored the first book on Data Virtualization, Data Virtualization: Going Beyond Traditional Data Integration to Achieve Business Agility. Bob has held executive leadership roles at Oracle, PeopleSoft, Mercury Interactive, Cisco, and TIBCO.","url":"https:\/\/solutionsreview.com\/thought-leaders\/author\/robert-eve\/"}]}},"_links":{"self":[{"href":"https:\/\/solutionsreview.com\/thought-leaders\/wp-json\/wp\/v2\/posts\/1814"}],"collection":[{"href":"https:\/\/solutionsreview.com\/thought-leaders\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/solutionsreview.com\/thought-leaders\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/solutionsreview.com\/thought-leaders\/wp-json\/wp\/v2\/users\/414"}],"replies":[{"embeddable":true,"href":"https:\/\/solutionsreview.com\/thought-leaders\/wp-json\/wp\/v2\/comments?post=1814"}],"version-history":[{"count":0,"href":"https:\/\/solutionsreview.com\/thought-leaders\/wp-json\/wp\/v2\/posts\/1814\/revisions"}],"wp:attachment":[{"href":"https:\/\/solutionsreview.com\/thought-leaders\/wp-json\/wp\/v2\/media?parent=1814"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/solutionsreview.com\/thought-leaders\/wp-json\/wp\/v2\/categories?post=1814"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/solutionsreview.com\/thought-leaders\/wp-json\/wp\/v2\/tags?post=1814"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}