{"id":12627,"date":"2021-11-12T19:38:31","date_gmt":"2021-11-12T14:08:31","guid":{"rendered":"https:\/\/www.allerin.com\/blog\/?p=12627"},"modified":"2021-10-10T19:41:20","modified_gmt":"2021-10-10T14:11:20","slug":"how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation","status":"publish","type":"post","link":"https:\/\/www.allerin.com\/blog\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\/","title":{"rendered":"How Green AI Can Ensure Greater Environmental Sustainability In AI Training And Operation"},"content":{"rendered":"<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2021\/10\/Green-AI-.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-12629\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2021\/10\/Green-AI-.jpg\" alt=\"Green AI\" width=\"1000\" height=\"563\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/Green-AI-.jpg 1000w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/Green-AI--300x169.jpg 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/Green-AI--768x432.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><\/a><\/p>\n<p>One of the many stereotypes about Americans is that they cannot do without their gas-guzzling, big V8-powered vehicles. Whether that is true in the current age is up for debate. According to a 2020 study, <a href=\"https:\/\/www.barrons.com\/articles\/two-thirds-of-north-americans-prefer-eco-friendly-brands-study-finds-51578661728\">nearly two-thirds of North Americans today prefer to buy environmentally sustainable products<\/a> even if they are more expensive compared to standard ones. With cataclysmic climate change looming on the horizon, your products need to be sustainable in order to be profitable for your business.<\/p>\n<h4><\/h4>\n<p>Organizations heavily use AI for nearly every operation today, <a href=\"https:\/\/www.semrush.com\/blog\/artificial-intelligence-stats\/\">with only 7% of businesses on the outside looking in<\/a>. There are not many technologies that leave a bigger carbon footprint than AI, with the training process for several large AI models emitting as much as <a href=\"https:\/\/www.technologyreview.com\/2019\/06\/06\/239031\/training-a-single-ai-model-can-emit-as-much-carbon-as-five-cars-in-their-lifetimes\/\">626,000 pounds of carbon dioxide equivalent<\/a>. That figure is equivalent to the lifetime carbon footprint of <a href=\"https:\/\/www.compareandrecycle.co.uk\/blog\/iphone-lifecycle-what-is-the-carbon-footprint-of-an-iphone\">nearly 3640 iPhones<\/a>. As we know, algorithmic training is an eternal process for AI-powered tools. As a result, your growing reliance on AI only hastens the demise of your immediate environment.<\/p>\n<h4><\/h4>\n<p>Green AI techniques make the use of the technology more environment-friendly in the following ways:<\/p>\n<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2021\/10\/How-Green-AI-Can-Ensure-Greater-Environmental-Sustainability-In-AI-Training-And-Operation.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-12628\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2021\/10\/How-Green-AI-Can-Ensure-Greater-Environmental-Sustainability-In-AI-Training-And-Operation.png\" alt=\"Green AI\" width=\"1080\" height=\"1080\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/How-Green-AI-Can-Ensure-Greater-Environmental-Sustainability-In-AI-Training-And-Operation.png 1080w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/How-Green-AI-Can-Ensure-Greater-Environmental-Sustainability-In-AI-Training-And-Operation-300x300.png 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/How-Green-AI-Can-Ensure-Greater-Environmental-Sustainability-In-AI-Training-And-Operation-1024x1024.png 1024w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/How-Green-AI-Can-Ensure-Greater-Environmental-Sustainability-In-AI-Training-And-Operation-150x150.png 150w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/How-Green-AI-Can-Ensure-Greater-Environmental-Sustainability-In-AI-Training-And-Operation-768x768.png 768w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/How-Green-AI-Can-Ensure-Greater-Environmental-Sustainability-In-AI-Training-And-Operation-144x144.png 144w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2021\/10\/How-Green-AI-Can-Ensure-Greater-Environmental-Sustainability-In-AI-Training-And-Operation-120x120.png 120w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/a><\/p>\n<h2>By Using Transfer Learning For AI Training<\/h2>\n<p>Green AI developers can use <a href=\"https:\/\/www.linkedin.com\/pulse\/recycling-ai-algorithms-transfer-learning-naveen-joshi\">transfer learning to recycle AI algorithms<\/a> and use them for building new models. Such models are then used to perform similar tasks to the ones performed by the original models. This <a href=\"https:\/\/www.allerin.com\/blog\/accelerate-your-first-ai-deployment-with-pre-trained-models\">saves the time<\/a> used to train brand new AI algorithms, a process that generally burns through a <a href=\"https:\/\/www.datarobot.com\/blog\/how-much-data-is-needed-to-train-a-good-model\/\">massive amount of data<\/a> for the purpose. You will use less energy and data for training AI models with transfer learning. To prove this point, the Massachusetts Institute of Technology (MIT) <a href=\"https:\/\/arxiv.org\/pdf\/1908.09791.pdf\">has developed a system<\/a> that can aid neural network training by using concepts of transfer learning.<\/p>\n<h2>By Facilitating Green Communications in the Future<\/h2>\n<p>Communication in the era of 5G and 6G will necessitate the usage of large amounts of energy. Naturally, the dynamic energy harvesting process adopted for 6G networks will complicate network management and power control for your business in the future. <a href=\"https:\/\/arxiv.org\/pdf\/2101.01588.pdf\">AI is one of the only solutions<\/a> in such scenarios to alleviate energy needs and improve power consumption efficiency, and, by extension, enable green communications for your business in the long term. Green AI-based machine learning reduces the algorithm complexities and increases accuracy to speed up communication operations in 6G. Acceleration of operations is yet another feature of green communications in 6G.<\/p>\n<h4><\/h4>\n<p>In simple words, AI that consumes lesser resources and enhances environmental sustainability in one way or another can be considered to be green AI. Moving forward, green AI holds the ticket to steady ROI for your business, as well as the promise of protecting your lovely blue-green planet.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>One of the many stereotypes about Americans is that they cannot do without their gas-guzzling, big V8-powered vehicles. Whether that is true in the current age is up for debate&#8230;.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[5,3],"tags":[1444],"class_list":["post-12627","post","type-post","status-publish","format-standard","hentry","category-ai","category-technology","tag-green-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>How Green AI Can Ensure Greater Environmental Sustainability In AI<\/title>\n<meta name=\"description\" content=\"AI is a major contributor to global carbon emissions and rampant resource consumption. Green AI\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.allerin.com\/blog\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Green AI Can Ensure Greater Environmental Sustainability In AI Training And Operation\" \/>\n<meta property=\"og:description\" content=\"One of the many stereotypes about Americans is that they cannot do without their gas-guzzling, big V8-powered vehicles. Whether that is true in the\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.allerin.com\/blog\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\/\" \/>\n<meta property=\"og:site_name\" content=\"Artificial Intelligence, ROBOTICS, AUTOMATION\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/allerintech\" \/>\n<meta property=\"article:published_time\" content=\"2021-11-12T14:08:31+00:00\" \/>\n<meta property=\"og:image\" content=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2021\/10\/Green-AI-.jpg\" \/>\n<meta name=\"author\" content=\"Naveen Joshi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@joshinav\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Naveen Joshi\" \/>\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\":\"Article\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\\\/\"},\"author\":{\"name\":\"Naveen Joshi\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/person\\\/d01e43be365179dae3ff572b2007c64e\"},\"headline\":\"How Green AI Can Ensure Greater Environmental Sustainability In AI Training And Operation\",\"datePublished\":\"2021-11-12T14:08:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\\\/\"},\"wordCount\":460,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2021\\\/10\\\/Green-AI-.jpg\",\"keywords\":[\"Green AI\"],\"articleSection\":[\"Artificial Intelligence\",\"Technology\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\\\/\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\\\/\",\"name\":\"How Green AI Can Ensure Greater Environmental Sustainability In AI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/how-green-ai-can-ensure-greater-environmental-sustainability-in-ai-training-and-operation\\\/#primaryimage\"},\"thumbnailUrl\":\"http:\\\/\\\/www.allerin.com\\\/wp-blog\\\/wp-content\\\/uploads\\\/2021\\\/10\\\/Green-AI-.jpg\",\"datePublished\":\"2021-11-12T14:08:31+00:00\",\"description\":\"AI is a major contributor to global carbon emissions and rampant resource consumption. 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