{"id":59868,"date":"2017-06-26T04:00:31","date_gmt":"2017-06-26T08:00:31","guid":{"rendered":"http:\/\/danielschristian.com\/learning-ecosystems\/?p=59868"},"modified":"2017-06-25T21:24:33","modified_gmt":"2017-06-26T01:24:33","slug":"introducing-deep-learning-and-neural-networks-deep-learning-for-rookies-kang","status":"publish","type":"post","link":"http:\/\/danielschristian.com\/learning-ecosystems\/2017\/06\/26\/introducing-deep-learning-and-neural-networks-deep-learning-for-rookies-kang\/","title":{"rendered":"Introducing Deep Learning and Neural Networks — Deep Learning for Rookies [Kang]"},"content":{"rendered":"

Introducing Deep Learning and Neural Networks — Deep Learning for Rookies<\/strong><\/a> — from medium.com by\u00a0Nahua Kang<\/p>\n

Excerpts:<\/em><\/p>\n

Here\u2019s a short list of general tasks that deep learning can perform in real situations:<\/p>\n

    \n
  1. Identify faces (or more generally image categorization)<\/li>\n
  2. Read handwritten digits and texts<\/li>\n
  3. Recognize speech (no more transcribing interviews yourself)<\/li>\n
  4. Translate languages<\/li>\n
  5. Play computer games<\/li>\n
  6. Control self-driving cars (and other types of robots)<\/li>\n<\/ol>\n

    And there\u2019s more. Just pause for a second and imagine all the things that deep learning could achieve. It\u2019s amazing and perhaps a bit scary!<\/p>\n

    …<\/p>\n

    Currently there are already many great courses, tutorials, and books on the internet covering this topic, such as (not exhaustive or in specific order):<\/p>\n

      \n
    1. Michael Nielsen\u2019s Neural Networks and Deep Learning<\/a><\/li>\n
    2. Geoffrey Hinton\u2019s Neural Networks for Machine Learning<\/a><\/li>\n
    3. Goodfellow, Bengio, & Courville\u2019s Deep Learning<\/a><\/li>\n
    4. Ian Trask\u2019s Grokking Deep Learning<\/a>,<\/li>\n
    5. Francois Chollet\u2019s Deep Learning with Python<\/a><\/li>\n
    6. Udacity<\/a>\u2019s Deep Learning Nanodegree<\/a> (not free but high quality)<\/li>\n
    7. Udemy\u2019s Deep Learning A-Z<\/a> ($10\u2013$15)<\/li>\n
    8. Stanford\u2019s CS231n<\/a> and CS224n<\/a><\/li>\n
    9. Siraj Raval\u2019s YouTube channel<\/a><\/li>\n<\/ol>\n

      The list goes on and on. David Venturi<\/a> has a post for freeCodeCamp<\/a> that lists many more resources. Check it out here<\/a>.<\/p>\n

      \"\"<\/a><\/p>\n

       <\/p>\n

       <\/p>\n

       <\/p>\n

       <\/p>\n","protected":false},"excerpt":{"rendered":"

      Introducing Deep Learning and Neural Networks — Deep Learning for Rookies — from medium.com by\u00a0Nahua Kang Excerpts: Here\u2019s a short list of general tasks that deep learning can perform in real situations: Identify faces (or more generally image categorization) Read handwritten digits and texts Recognize speech (no more transcribing interviews yourself) Translate languages Play computer […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[356,174,45,391,289,821,269,204,206,822],"tags":[],"class_list":["post-59868","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligence-agents-llms-and-related","category-career-development","category-computer-science","category-human-computer-interaction-hci","category-languages-and-translation","category-natural-language-processing-nlp","category-professional-development","category-programming","category-trends","category-voice-recognition-voice-enabled-interfaces"],"_links":{"self":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/59868","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/comments?post=59868"}],"version-history":[{"count":4,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/59868\/revisions"}],"predecessor-version":[{"id":59873,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/59868\/revisions\/59873"}],"wp:attachment":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/media?parent=59868"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/categories?post=59868"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/tags?post=59868"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}