{"id":979,"date":"2017-04-13T11:51:40","date_gmt":"2017-04-13T15:51:40","guid":{"rendered":"http:\/\/josephpcohen.com\/w\/?p=979"},"modified":"2020-11-25T17:14:31","modified_gmt":"2020-11-25T22:14:31","slug":"machine-learning-and-deep-learning-references","status":"publish","type":"post","link":"https:\/\/josephpcohen.com\/w\/machine-learning-and-deep-learning-references\/","title":{"rendered":"Machine Learning and Deep Learning References"},"content":{"rendered":"

 <\/p>\n

To Code<\/h3>\n

Languages: Python and R<\/p>\n

Frameworks: PyTorch<\/a><\/p>\n

Older Frameworks:\u00a0Theano<\/a> and\u00a0Lasagne<\/a><\/p>\n

Example code: NeuralNetwork-Examples<\/a><\/p>\n

Tutorials<\/h3>\n

https:\/\/aldro61.github.io\/microbiome-summer-school-2017\/<\/p>\n

To Watch<\/h3>\n

Stanford CS229 – Machine Learning – Andrew Ng
\nCourse Website
\n<\/a>YouTube Playlist
\n<\/a>Coursera Course<\/a>
\nVideos on Academic Torrents<\/a><\/p>\n

CS231n: Convolutional Neural Networks for Visual Recognition
\nCourse Website<\/a>
\nWinter 2016 Videos on Academic Torrents<\/a>
\nSpring 2017 Videos on YouTube<\/a>
\nSpring 2017 Videos on Academic Torrents<\/a><\/p>\n

Caltech CS156 – Machine Learning – Yaser Abu-Mostafa
\nCourse Website
\n<\/a>YouTube Playlist<\/a>
\nVideos on Academic Torrents<\/a><\/p>\n

CS224d: Deep Learning for Natural Language Processing Videos
\nCourse Website<\/a>
\nVideos on Academic Torrents<\/a><\/p>\n

Neural Networks Video Lectures – Hugo Larochelle
\nYouTube Playlist<\/a>
\nVideos on Academic Torrents<\/a><\/p>\n

Neural Networks for Machine Learning Coursera Video Lectures – Geoffrey Hinton
\nVideos on Academic Torrents<\/a><\/p>\n

To Read<\/h3>\n

Introduction to Applied Linear Algebra – Boyd and Vandenberghe
\nBook Website<\/a><\/p>\n

Deep Learning – Ian Goodfellow and Yoshua Bengio and Aaron Courville
\nBook Website<\/a><\/p>\n

Machine Learning: a Probabilistic Perspective –\u00a0Kevin Patrick Murphy
\nBook Website<\/a><\/p>\n

Pattern Recognition and Machine Learning\u00a0– Christopher M. Bishop
\nAmazon Listing<\/a><\/p>\n

Foundations of Machine Learning –\u00a0Mehryar Mohri
\nBook Website<\/a><\/p>\n

For Community<\/h3>\n

Reddit \/r\/MachineLearning<\/a><\/p>\n

Reddit \/r\/computervision<\/a><\/p>\n

More Lists<\/h3>\n

Kyle Kastner’s list on reddit<\/a><\/p>\n

Medical Resources<\/h3>\n

Medical Imaging Tutorial<\/a><\/p>\n

MICCAI Tutorials<\/a><\/p>\n

 <\/p>\n

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

  To Code Languages: Python and R Frameworks: PyTorch Older Frameworks:\u00a0Theano and\u00a0Lasagne Example code: NeuralNetwork-Examples Tutorials https:\/\/aldro61.github.io\/microbiome-summer-school-2017\/ To Watch Stanford CS229 – Machine Learning – […]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":980,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[13],"tags":[],"yoast_head":"\nMachine Learning and Deep Learning References - Joseph Paul Cohen PhD<\/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:\/\/josephpcohen.com\/w\/machine-learning-and-deep-learning-references\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning and Deep Learning References - Joseph Paul Cohen PhD\" \/>\n<meta property=\"og:description\" content=\"  To Code Languages: Python and R Frameworks: PyTorch Older Frameworks:\u00a0Theano and\u00a0Lasagne Example code: NeuralNetwork-Examples Tutorials https:\/\/aldro61.github.io\/microbiome-summer-school-2017\/ To Watch Stanford CS229 – Machine Learning – [...]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/josephpcohen.com\/w\/machine-learning-and-deep-learning-references\/\" \/>\n<meta property=\"og:site_name\" content=\"Joseph Paul Cohen PhD\" \/>\n<meta property=\"article:published_time\" content=\"2017-04-13T15:51:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-11-25T22:14:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/0389231.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"680\" \/>\n\t<meta property=\"og:image:height\" content=\"389\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Joseph Paul Cohen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Joseph Paul Cohen\" \/>\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\":\"Article\",\"@id\":\"https:\/\/josephpcohen.com\/w\/machine-learning-and-deep-learning-references\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/josephpcohen.com\/w\/machine-learning-and-deep-learning-references\/\"},\"author\":{\"name\":\"Joseph Paul Cohen\",\"@id\":\"https:\/\/josephpcohen.com\/w\/#\/schema\/person\/e25d0d5746952220f35d182ca7aa8684\"},\"headline\":\"Machine Learning and Deep Learning References\",\"datePublished\":\"2017-04-13T15:51:40+00:00\",\"dateModified\":\"2020-11-25T22:14:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/josephpcohen.com\/w\/machine-learning-and-deep-learning-references\/\"},\"wordCount\":213,\"publisher\":{\"@id\":\"https:\/\/josephpcohen.com\/w\/#\/schema\/person\/e25d0d5746952220f35d182ca7aa8684\"},\"articleSection\":[\"References\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/josephpcohen.com\/w\/machine-learning-and-deep-learning-references\/\",\"url\":\"https:\/\/josephpcohen.com\/w\/machine-learning-and-deep-learning-references\/\",\"name\":\"Machine Learning and Deep Learning References - 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