{"id":160156,"date":"2023-03-13T12:27:14","date_gmt":"2023-03-13T17:27:14","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2023\/03\/deep-learning-basics-introduction-and-overview"},"modified":"2023-03-13T12:27:14","modified_gmt":"2023-03-13T17:27:14","slug":"deep-learning-basics-introduction-and-overview","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2023\/03\/deep-learning-basics-introduction-and-overview","title":{"rendered":"Deep Learning Basics: Introduction and Overview"},"content":{"rendered":"<p><\/p>\n<p><iframe style=\"display: block; margin: 0 auto; width: 100%; aspect-ratio: 4\/3; object-fit: contain;\" src=\"https:\/\/www.youtube.com\/embed\/O5xeyoRL95U?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope;\n   picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>An introductory lecture for MIT course 6.S094 on the basics of deep learning including a few key ideas, subfields, and the big picture of why neural networks have inspired and energized an entire new generation of researchers. For more lecture videos on deep learning, reinforcement learning (RL), artificial intelligence (AI &amp; AGI), and podcast conversations, visit our website or follow TensorFlow code tutorials on our GitHub repo.<\/p>\n<p>INFO:<br \/> Website: <a href=\"https:\/\/deeplearning.mit.edu\">https:\/\/deeplearning.mit.edu<\/a>.<br \/> GitHub: <a href=\"https:\/\/github.com\/lexfridman\/mit-deep-learning\">https:\/\/github.com\/lexfridman\/mit-deep-learning<\/a>.<br \/> Slides: <a href=\"http:\/\/bit.ly\/deep-learning-basics-slides\">http:\/\/bit.ly\/deep-learning-basics-slides<\/a>.<br \/> Playlist: <a href=\"http:\/\/bit.ly\/deep-learning-playlist\">http:\/\/bit.ly\/deep-learning-playlist<\/a>.<br \/> Blog post: <a href=\"https:\/\/link.medium.com\/TkE476jw2T\">https:\/\/link.medium.com\/TkE476jw2T<\/a><\/p>\n<p>OUTLINE:<br \/> 0:00 \u2014 Introduction.<br \/> 0:53 \u2014 Deep learning in one slide.<br \/> 4:55 \u2014 History of ideas and tools.<br \/> 9:43 \u2014 Simple example in TensorFlow.<br \/> 11:36 \u2014 TensorFlow in one slide.<br \/> 13:32 \u2014 Deep learning is representation learning.<br \/> 16:02 \u2014 Why deep learning (and why not)<br \/> 22:00 \u2014 Challenges for supervised learning.<br \/> 38:27 \u2014 Key low-level concepts.<br \/> 46:15 \u2014 Higher-level methods.<br \/> 1:06:00 \u2014 Toward artificial general intelligence.<\/p>\n<p>CONNECT:<br \/> - If you enjoyed this video, please subscribe to this channel.<br \/> - Twitter: <a href=\"https:\/\/twitter.com\/lexfridman\">https:\/\/twitter.com\/lexfridman<\/a>.<br \/> - LinkedIn: <a href=\"https:\/\/www.linkedin.com\/in\/lexfridman\">https:\/\/www.linkedin.com\/in\/lexfridman<\/a>.<br \/> - Facebook: <a href=\"https:\/\/www.facebook.com\/lexfridman\">https:\/\/www.facebook.com\/lexfridman<\/a>.<br \/> - Instagram: <a href=\"https:\/\/www.instagram.com\/lexfridman\">https:\/\/www.instagram.com\/lexfridman<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>An introductory lecture for MIT course 6.S094 on the basics of deep learning including a few key ideas, subfields, and the big picture of why neural networks have inspired and energized an entire new generation of researchers. For more lecture videos on deep learning, reinforcement learning (RL), artificial intelligence (AI &amp; AGI), and podcast conversations, [\u2026]<\/p>\n","protected":false},"author":661,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-160156","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/160156","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\/661"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=160156"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/160156\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=160156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=160156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=160156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}