{"id":149422,"date":"2022-11-03T23:24:05","date_gmt":"2022-11-04T04:24:05","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2022\/11\/why-continual-learning-is-the-key-towards-machine-intelligence"},"modified":"2022-11-03T23:24:05","modified_gmt":"2022-11-04T04:24:05","slug":"why-continual-learning-is-the-key-towards-machine-intelligence","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2022\/11\/why-continual-learning-is-the-key-towards-machine-intelligence","title":{"rendered":"Why Continual Learning is the key towards Machine Intelligence"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/why-continual-learning-is-the-key-towards-machine-intelligence2.jpg\"><\/a><\/p>\n<p>The last decade has marked a profound change in how we perceive and talk about <em class=\"\">Artificial Intelligence<\/em>. The concept of <strong class=\"\"><em class=\"\">learning<\/em><\/strong><em class=\"\">,<\/em><strong class=\"\"><em class=\"\"> <\/em><\/strong>once confined in the corner of AI, has now become so important some people came up with the new term \u201c<strong class=\"\">Machine Intelligence<\/strong>\u201d[<a class=\"\" rel=\"noopener\" href=\"https:\/\/medium.com\/@shivon\/the-current-state-of-machine-intelligence-f76c20db2fe1\">1<\/a>][<a class=\"\" href=\"https:\/\/research.google.com\/pubs\/MachineIntelligence.html\" rel=\"noopener ugc nofollow\" target=\"_blank\">2<\/a>][<a class=\"\" href=\"https:\/\/intelligence.org\/about\/\" rel=\"noopener ugc nofollow\" target=\"_blank\">3<\/a>] as to make clear the fundamental role of <em class=\"\">Machine Learning<\/em> in it and further depart form older symbolic approaches.<\/p>\n<p>Recent <strong class=\"\">Deep Learning <\/strong>(DL) techniques have literally swept away previous AI approaches and have shown how beautiful, <em class=\"\">end-to-end differentiable<\/em> functions can be <em class=\"\">learned<\/em> to solve incredibly complex tasks involving high-level perception abilities.<\/p>\n<p>Yet, since DL techniques have been proven shining only with a large number of labeled examples, the research community has now shifted his attention towards <strong class=\"\">Unsupervised <\/strong>and <strong class=\"\">Reinforcement Learning, <\/strong>both aiming to solve equivalently complex tasks but without (or less as possible) explicit supervision.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The last decade has marked a profound change in how we perceive and talk about Artificial Intelligence. The concept of learning, once confined in the corner of AI, has now become so important some people came up with the new term \u201cMachine Intelligence\u201d[1][2][3] as to make clear the fundamental role of Machine Learning in it [\u2026]<\/p>\n","protected":false},"author":556,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-149422","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/149422","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/556"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=149422"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/149422\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=149422"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=149422"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=149422"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}