{"id":33733,"date":"2023-10-27T03:00:00","date_gmt":"2023-10-27T10:00:00","guid":{"rendered":"https:\/\/insidebigdata.com\/?p=33733"},"modified":"2023-10-24T10:59:55","modified_gmt":"2023-10-24T17:59:55","slug":"the-time-is-now-for-green-ai","status":"publish","type":"post","link":"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/","title":{"rendered":"The Time is Now for Green AI"},"content":{"rendered":"<div class=\"wp-block-image\">\n<figure class=\"alignright size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/10\/Booz_Allen_Velocity.png\" alt=\"\" class=\"wp-image-33734\" style=\"width:365px;height:207px\" width=\"365\" height=\"207\" srcset=\"https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/10\/Booz_Allen_Velocity.png 472w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/10\/Booz_Allen_Velocity-300x170.png 300w, https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/10\/Booz_Allen_Velocity-150x85.png 150w\" sizes=\"(max-width: 365px) 100vw, 365px\" \/><\/figure><\/div>\n\n\n<p>We tend to think of\u00a0data as having no physical form, with no tangible impact on the environment \u2013 but that couldn\u2019t be farther from the truth. The worldwide consumption of electricity by data centers was estimated to be between 220 and 320 terawatt hours in 2021, more than the electrical consumption of entire countries such as Sweden \u2013\u00a0<strong>a clear problem.\u00a0<\/strong>\u00a0<\/p>\n\n\n\n<p>Additionally, a single AI algorithm can generate upward of 300 metric tons of CO2e, the equivalent of 470 people taking flights from NY to SF. However, this brings opportunity to design these algorithms in ways that result in a greener future \u2013 while still achieving the same accuracy \u2013 through&nbsp;distillation, the transfer of knowledge from larger models into smaller ones, etc.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Our friends over at\u00a0<a href=\"http:\/\/boozallen.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Booz Allen<\/a>, are strategizing about what organizations can do\u00a0<em>now\u00a0<\/em>to start making a positive environmental impact, while maintaining the same level of efficiency with AI models.\u00a0This and many other topics are covered in the<strong>\u00a0latest edition of Velocity,\u00a0<\/strong>a Booz Allen publication that is available <a href=\"https:\/\/velocity.boozallen.com\/view\/776121111\/\" target=\"_blank\" rel=\"noreferrer noopener\">HERE<\/a>. <\/p>\n\n\n\n<p><em>Sign up for the free insideBIGDATA&nbsp;<a href=\"http:\/\/inside-bigdata.com\/newsletter\/\" target=\"_blank\" rel=\"noreferrer noopener\">newsletter<\/a>.<\/em><\/p>\n\n\n\n<p><em>Join us on Twitter:&nbsp;<a href=\"https:\/\/twitter.com\/InsideBigData1\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/twitter.com\/InsideBigData1<\/a><\/em><\/p>\n\n\n\n<p><em>Join us on LinkedIn:&nbsp;<a href=\"https:\/\/www.linkedin.com\/company\/insidebigdata\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.linkedin.com\/company\/insidebigdata\/<\/a><\/em><\/p>\n\n\n\n<p><em>Join us on Facebook:&nbsp;<a href=\"https:\/\/www.facebook.com\/insideBIGDATANOW\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.facebook.com\/insideBIGDATANOW<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our friends over at\u00a0Booz Allen, are strategizing about what organizations can do\u00a0now\u00a0to start making a positive environmental impact, while maintaining the same level of efficiency with AI models.\u00a0This and many other topics are covered in the\u00a0latest edition of Velocity,\u00a0a Booz Allen publication.<\/p>\n","protected":false},"author":10513,"featured_media":33235,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"footnotes":""},"categories":[526,115,182,180,67,268,56,84,1],"tags":[437,324,1247,96],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The Time is Now for Green AI - insideBIGDATA<\/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:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Time is Now for Green AI - insideBIGDATA\" \/>\n<meta property=\"og:description\" content=\"Our friends over at\u00a0Booz Allen, are strategizing about what organizations can do\u00a0now\u00a0to start making a positive environmental impact, while maintaining the same level of efficiency with AI models.\u00a0This and many other topics are covered in the\u00a0latest edition of Velocity,\u00a0a Booz Allen publication.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"insideBIGDATA\" \/>\n<meta property=\"article:publisher\" content=\"http:\/\/www.facebook.com\/insidebigdata\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-27T10:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-10-24T17:59:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/08\/AI_shutterstock_2350706053_special.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1100\" \/>\n\t<meta property=\"og:image:height\" content=\"550\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Editorial Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@insideBigData\" \/>\n<meta name=\"twitter:site\" content=\"@insideBigData\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Editorial Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/\",\"url\":\"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/\",\"name\":\"The Time is Now for Green AI - insideBIGDATA\",\"isPartOf\":{\"@id\":\"https:\/\/insidebigdata.com\/#website\"},\"datePublished\":\"2023-10-27T10:00:00+00:00\",\"dateModified\":\"2023-10-24T17:59:55+00:00\",\"author\":{\"@id\":\"https:\/\/insidebigdata.com\/#\/schema\/person\/2949e412c144601cdbcc803bd234e1b9\"},\"breadcrumb\":{\"@id\":\"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/insidebigdata.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"The Time is Now for Green AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/insidebigdata.com\/#website\",\"url\":\"https:\/\/insidebigdata.com\/\",\"name\":\"insideBIGDATA\",\"description\":\"Your Source for AI, Data Science, Deep Learning &amp; Machine Learning Strategies\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/insidebigdata.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/insidebigdata.com\/#\/schema\/person\/2949e412c144601cdbcc803bd234e1b9\",\"name\":\"Editorial Team\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/insidebigdata.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/e137ce7ea40e38bd4d25bb7860cfe3e4?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/e137ce7ea40e38bd4d25bb7860cfe3e4?s=96&d=mm&r=g\",\"caption\":\"Editorial Team\"},\"sameAs\":[\"http:\/\/www.insidebigdata.com\"],\"url\":\"https:\/\/insidebigdata.com\/author\/editorial\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"The Time is Now for Green AI - insideBIGDATA","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:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/","og_locale":"en_US","og_type":"article","og_title":"The Time is Now for Green AI - insideBIGDATA","og_description":"Our friends over at\u00a0Booz Allen, are strategizing about what organizations can do\u00a0now\u00a0to start making a positive environmental impact, while maintaining the same level of efficiency with AI models.\u00a0This and many other topics are covered in the\u00a0latest edition of Velocity,\u00a0a Booz Allen publication.","og_url":"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/","og_site_name":"insideBIGDATA","article_publisher":"http:\/\/www.facebook.com\/insidebigdata","article_published_time":"2023-10-27T10:00:00+00:00","article_modified_time":"2023-10-24T17:59:55+00:00","og_image":[{"width":1100,"height":550,"url":"https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/08\/AI_shutterstock_2350706053_special.jpg","type":"image\/jpeg"}],"author":"Editorial Team","twitter_card":"summary_large_image","twitter_creator":"@insideBigData","twitter_site":"@insideBigData","twitter_misc":{"Written by":"Editorial Team","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/","url":"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/","name":"The Time is Now for Green AI - insideBIGDATA","isPartOf":{"@id":"https:\/\/insidebigdata.com\/#website"},"datePublished":"2023-10-27T10:00:00+00:00","dateModified":"2023-10-24T17:59:55+00:00","author":{"@id":"https:\/\/insidebigdata.com\/#\/schema\/person\/2949e412c144601cdbcc803bd234e1b9"},"breadcrumb":{"@id":"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/insidebigdata.com\/2023\/10\/27\/the-time-is-now-for-green-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/insidebigdata.com\/"},{"@type":"ListItem","position":2,"name":"The Time is Now for Green AI"}]},{"@type":"WebSite","@id":"https:\/\/insidebigdata.com\/#website","url":"https:\/\/insidebigdata.com\/","name":"insideBIGDATA","description":"Your Source for AI, Data Science, Deep Learning &amp; Machine Learning Strategies","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/insidebigdata.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/insidebigdata.com\/#\/schema\/person\/2949e412c144601cdbcc803bd234e1b9","name":"Editorial Team","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/insidebigdata.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/e137ce7ea40e38bd4d25bb7860cfe3e4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/e137ce7ea40e38bd4d25bb7860cfe3e4?s=96&d=mm&r=g","caption":"Editorial Team"},"sameAs":["http:\/\/www.insidebigdata.com"],"url":"https:\/\/insidebigdata.com\/author\/editorial\/"}]}},"jetpack_featured_media_url":"https:\/\/insidebigdata.com\/wp-content\/uploads\/2023\/08\/AI_shutterstock_2350706053_special.jpg","jetpack_shortlink":"https:\/\/wp.me\/p9eA3j-8M5","jetpack-related-posts":[{"id":26201,"url":"https:\/\/insidebigdata.com\/2022\/11\/06\/the-move-toward-green-machine-learning\/","url_meta":{"origin":33733,"position":0},"title":"The Move Toward Green Machine Learning","date":"November 6, 2022","format":false,"excerpt":"A new study suggests tactics for machine learning engineers to cut their carbon emissions.\u00a0Led by David Patterson, researchers at Google and UC Berkeley found that AI developers can shrink a model\u2019s carbon footprint a thousand-fold by streamlining architecture, upgrading hardware, and using efficient data centers.\u00a0","rel":"","context":"In &quot;AI Deep Learning&quot;","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/insidebigdata.com\/wp-content\/uploads\/2022\/11\/weather_prediction_shutterstock_1286944201.jpg?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":21491,"url":"https:\/\/insidebigdata.com\/2018\/11\/21\/insidebigdata-guide-data-platforms-artificial-intelligence-deep-learning-part-2\/","url_meta":{"origin":33733,"position":1},"title":"insideBIGDATA Guide to Data Platforms for Artificial Intelligence and Deep Learning &#8211; Part 2","date":"November 21, 2018","format":false,"excerpt":"With AI and DL, storage is cornerstone to handling the deluge of data constantly generated in today\u2019s hyperconnected world. It is a vehicle that captures and shares data to create business value. In this technology guide, insideBIGDATA Guide to Data Platforms for Artificial Intelligence and Deep Learning, we\u2019ll see how\u2026","rel":"","context":"In &quot;AI Deep Learning&quot;","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/insidebigdata.com\/wp-content\/uploads\/2018\/11\/DDN_Guide.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":24899,"url":"https:\/\/insidebigdata.com\/2020\/08\/20\/lightmatter-introduces-optical-processor-to-speed-compute-for-next-generation-artificial-intelligence\/","url_meta":{"origin":33733,"position":2},"title":"Lightmatter Introduces Optical Processor to Speed Compute for Next-Generation Artificial Intelligence","date":"August 20, 2020","format":false,"excerpt":"Lightmatter, a leader in silicon photonics processors, announced its artificial intelligence (AI) photonic processor, a general-purpose AI inference accelerator that uses light to compute and transport data. Using light to calculate and communicate within the chip reduces heat\u2014leading to orders of magnitude reduction in energy consumption per chip and dramatic\u2026","rel":"","context":"In &quot;AI Deep Learning&quot;","img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":24797,"url":"https:\/\/insidebigdata.com\/2020\/07\/27\/how-new-hardware-can-drastically-reduce-the-power-consumption-of-artificial-intelligence\/","url_meta":{"origin":33733,"position":3},"title":"How New Hardware Can Drastically Reduce the Power Consumption of Artificial Intelligence","date":"July 27, 2020","format":false,"excerpt":"In this contributed article, Diederik Verkest, Ph.D. from imec, points out that to make predictions, AI relies on the processing of large amounts of data, a process that takes a lot of energy. Imec develops solutions to drastically reduce that energy consumption. A new chip, in which these calculations are\u2026","rel":"","context":"In &quot;AI Deep Learning&quot;","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/insidebigdata.com\/wp-content\/uploads\/2018\/09\/artificial-intelligence-3382507_640.jpg?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":22174,"url":"https:\/\/insidebigdata.com\/2019\/02\/21\/how-ai-optimized-hardware-solve-important-compute-and-storage-requirements\/","url_meta":{"origin":33733,"position":4},"title":"How AI-optimized Hardware Solves Important Compute and Storage Requirements","date":"February 21, 2019","format":false,"excerpt":"Today we continue the insideBIGDATA Executive Round Up, our annual feature showcasing the insights of thought leaders on the state of the big data industry, and where it is headed. In today\u2019s discussion, our panel of experienced big data executives \u2013 Ayush Parashar, Co-founder and Vice President of Engineering for\u2026","rel":"","context":"In &quot;AI Deep Learning&quot;","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/insidebigdata.com\/wp-content\/uploads\/2019\/02\/Artificial_intelligence_safe_3.jpg?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":29566,"url":"https:\/\/insidebigdata.com\/2022\/06\/08\/cognifiber-hits-landmark-interface-speed-enabling-5x-faster-ai-computing-than-the-leading-photonics-solution\/","url_meta":{"origin":33733,"position":5},"title":"CogniFiber Hits Landmark Interface Speed, Enabling 5X Faster AI Computing Than the Leading Photonics Solution","date":"June 8, 2022","format":false,"excerpt":"CogniFiber, a deep technology company revolutionizing photonic computing, announced an interface data injection landmark in its product integration tests. CogniFiber\u2019s approach implements direct analog neuromorphic photonic computing (\u201cpure-photonics\u201d), removing all bottlenecks from AI inference so that the task speed is limited only by the input clock.","rel":"","context":"In &quot;AI Deep Learning&quot;","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/insidebigdata.com\/wp-content\/uploads\/2022\/06\/Cognifiber-Logo.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]}],"_links":{"self":[{"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/posts\/33733"}],"collection":[{"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/users\/10513"}],"replies":[{"embeddable":true,"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/comments?post=33733"}],"version-history":[{"count":0,"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/posts\/33733\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/media\/33235"}],"wp:attachment":[{"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/media?parent=33733"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/categories?post=33733"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/insidebigdata.com\/wp-json\/wp\/v2\/tags?post=33733"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}