{"id":4051,"date":"2020-04-07T06:15:54","date_gmt":"2020-04-07T06:15:54","guid":{"rendered":"https:\/\/blogs.mathworks.com\/deep-learning\/?p=4051"},"modified":"2021-04-06T15:48:39","modified_gmt":"2021-04-06T19:48:39","slug":"learning-deep-learning-at-home","status":"publish","type":"post","link":"https:\/\/blogs.mathworks.com\/deep-learning\/2020\/04\/07\/learning-deep-learning-at-home\/","title":{"rendered":"Learning Deep Learning at Home"},"content":{"rendered":"Or Learning in the time of Coronavirus<\/strong><\/span>\r\n
<\/h6>\r\nAfter multiple online meetings and virtual conversations, I\u2019ve learned there are many ways people are dealing with suddenly working from home. My unproven theory is people fall somewhere on this spectrum:\r\n
<\/h6>\r\n\"\"\r\n
<\/h6>\r\nI would categorize a really low<\/strong> desire as, \u201cI don\u2019t want to start anything new, let\u2019s just try to get through this.\u201d And a really high<\/strong> desire as, \u201cI have more free time than I used to, I should learn something new!\u201d\r\n
<\/h6>\r\nMy personal weekly journey looks something like this:\r\n
<\/h6>\r\n\"\"\r\n
<\/h6>\r\nIf and when you are looking to learn new things, I\u2019ve compiled a list of deep learning resources. Below is a range of deep learning resources that can take anywhere from 5 minutes to 3 hours depending on what you're looking for. I've compiled blog posts, examples, videos and full courses (all free) and categorized into different groupings I thought made sense.\r\n
<\/h6>\r\nDeep Learning Resources<\/strong><\/span>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n
\r\n

List of Selected Blog Posts<\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n

Blog Post Title<\/strong><\/td>\r\nAuthor<\/strong><\/td>\r\nLink<\/strong><\/td>\r\n<\/tr>\r\n
Scene Classification Using Deep Learning<\/td>\r\nGuest Post: Oge Marques, Florida Atlantic University<\/td>\r\nlink to post<\/a><\/td>\r\n<\/tr>\r\n
Deep Learning Examples from 19b<\/td>\r\nJohanna Pingel<\/td>\r\nlink to post<\/a><\/td>\r\n<\/tr>\r\n
Deep Beer Designer**<\/td>\r\nIeuan Evans, MathWorks Documentation<\/td>\r\nlink to post<\/a><\/td>\r\n<\/tr>\r\n
Cam Visualizations<\/td>\r\nJohanna Pingel<\/td>\r\nlink to post<\/a><\/td>\r\n<\/tr>\r\n
Deep Learning for Signal Processing<\/td>\r\nFrantz Bouchereau, MathWorks Development<\/td>\r\nlink to post<\/a><\/td>\r\n<\/tr>\r\n
Neural Network Feature Visualization<\/td>\r\nMaria Duarte Rosa, MathWorks Advanced Support<\/td>\r\nlink to post<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n\u00a0 \u00a0 \u00a0**Deep Beer Designer is most popular post of all time<\/em>\r\n
<\/h6>\r\nTraining and Learning Material (Beginner to Advanced)<\/strong><\/span>\r\n
<\/h6>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n
Introduction<\/strong>\r\n
<\/h6>\r\nGet started with MATLAB and Deep Learning in less than 60 minutes<\/strong><\/td>\r\n<\/tr>\r\n
Category<\/strong><\/td>\r\nTitle<\/strong><\/td>\r\nDuration<\/strong><\/td>\r\nType<\/strong><\/td>\r\nLink<\/strong><\/td>\r\n<\/tr>\r\n
Phase 1: Technical Computing<\/td>\r\nGetting Started with MATLAB<\/td>\r\n7 minutes<\/td>\r\nVideo<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n
Phase 1: Technical Computing<\/td>\r\nWorking in the Development Environment<\/td>\r\n6 minutes<\/td>\r\nVideo<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n
Phase 1: Technical Computing<\/td>\r\nAnalyzing and Visualizing Data with MATLAB<\/td>\r\n4 minutes<\/td>\r\nVideo<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n
Phase 2: Deep Learning<\/td>\r\nDeep Learning Introduction<\/td>\r\n12 minutes<\/td>\r\nVideo<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n
Phase 2: Deep Learning<\/td>\r\nDeep Learning in 11 Lines of MATLAB Code<\/td>\r\n3 minutes<\/td>\r\nVideo<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n
Phase 2: Deep Learning<\/td>\r\nGetting Started with Deep Learning Tutorial<\/td>\r\n18 minutes<\/td>\r\nVideo<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n
Phase 1: Technical Computing<\/td>\r\nLive Editor Cheatsheet<\/td>\r\n--<\/td>\r\nCheatsheet<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n
Phase 2: Deep Learning<\/td>\r\nDeep Learning Cheatsheet<\/td>\r\n--<\/td>\r\nCheatsheet<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n \r\n
<\/h6>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n
Hands-on training<\/strong>\r\n
<\/h6>\r\nGet started with MATLAB and Deep Learning with these free hands-on tutorials<\/strong><\/td>\r\n<\/tr>\r\n
Category<\/strong><\/td>\r\nTitle<\/strong><\/td>\r\nDuration<\/strong><\/td>\r\nType<\/strong><\/td>\r\nLink<\/strong><\/td>\r\n<\/tr>\r\n
Phase 1: Technical Computing<\/td>\r\nMATLAB Onramp<\/td>\r\n2 hours<\/td>\r\nHands-on tutorial<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n
Phase 2: Deep Learning<\/td>\r\nMachine Learning Onramp<\/td>\r\n2 hours<\/td>\r\nHands-on tutorial<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n
Phase 2: Deep Learning<\/td>\r\nDeep Learning Onramp<\/td>\r\n2 hours<\/td>\r\nHands-on tutorial<\/td>\r\nLink<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n \r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n
Deep learning Deep Dive<\/strong>\r\n
<\/h6>\r\nGet started with Deep Learning with these interactive videos and tutorials<\/strong><\/td>\r\n<\/tr>\r\n
Title<\/strong><\/td>\r\nDuration<\/strong><\/td>\r\nType<\/strong><\/td>\r\nLink<\/strong><\/td>\r\n<\/td>\r\n<\/tr>\r\n
Deep Learning Introduction<\/td>\r\n12 minutes<\/td>\r\nVideo<\/td>\r\nLink<\/a><\/td>\r\n<\/td>\r\n<\/tr>\r\n
Deep Learning in 11 Lines of MATLAB Code<\/td>\r\n3 minutes<\/td>\r\nVideo<\/td>\r\nLink<\/a><\/td>\r\n<\/td>\r\n<\/tr>\r\n
Getting Started with Deep Learning Tutorial<\/td>\r\n18 minutes<\/td>\r\nVideo<\/td>\r\nLink<\/a><\/td>\r\n<\/td>\r\n<\/tr>\r\n
Deep Learning Onramp<\/td>\r\n2 hours<\/td>\r\nHands-on tutorial<\/td>\r\nLink<\/a><\/td>\r\n<\/td>\r\n<\/tr>\r\n
Deep Learning Cheatsheet<\/td>\r\n--<\/td>\r\nCheatsheet<\/td>\r\nLink<\/a><\/td>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\nFor those looking for an even deeper dive there is instructor-led and self-paced training available for machine<\/a> and deep learning<\/a>. <\/em>\r\n
<\/h6>\r\nInteresting tutorials in documentation<\/strong><\/span>\r\n
<\/h6>\r\n\r\n\r\n\r\n\r\n\r\n
Getting Started with Semantic Segmentation Using Deep Learning<\/a><\/td>\r\nIntroduction to Deep Learning for Audio Applications<\/a><\/td>\r\n<\/tr>\r\n
\"\"<\/td>\r\n\"\"<\/td>\r\n<\/tr>\r\n
A 4-part tutorial on using deep learning to segment and label images<\/td>\r\nLearn how to develop audio applications with deep learning typically by creating and accessing data sets, preprocessing and exploring data, developing predictive models, and deploying and sharing applications<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n
<\/h6>\r\nInteresting Examples<\/strong><\/span>\r\n
<\/h6>\r\n\r\n\r\n\r\n\r\n\r\n
Image Captioning Using Attention Networks<\/a><\/td>\r\nNeural Style Transfer Using Deep Learning<\/a><\/td>\r\n<\/tr>\r\n
\"\"<\/td>\r\n\"\"<\/td>\r\n<\/tr>\r\n
Learn how to train a deep learning model for image captioning using attention.<\/td>\r\nApply the stylistic appearance of one image to the scene content of a second image.<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\nWe normally use pictures in documentation taken by people working at the company, so now I\u2019m on a mission to figure out whose dog this is.<\/em>\r\n
<\/h6>\r\n\r\n\r\n\r\n\r\n\r\n
Speech Command Recognition Using Deep Learning<\/a><\/td>\r\nTrain DQN Agent to Balance Cart-Pole System<\/a><\/td>\r\n<\/tr>\r\n
\"\"<\/td>\r\n\"\"<\/td>\r\n<\/tr>\r\n
Learn how to train a deep learning model that detects the presence of speech commands in audio.<\/td>\r\nLearn how to train a deep Q-learning network agent to balance a cart-pole system modeled in MATLAB.<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n
<\/h6>","protected":false},"excerpt":{"rendered":"
<\/div>

Or Learning in the time of Coronavirus\r\n\r\nAfter multiple online meetings and virtual conversations, I\u2019ve learned there are many ways people are dealing with suddenly working from home. My unproven... read more >><\/a><\/p>","protected":false},"author":156,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[9],"tags":[],"_links":{"self":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/4051"}],"collection":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/users\/156"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/comments?post=4051"}],"version-history":[{"count":76,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/4051\/revisions"}],"predecessor-version":[{"id":4231,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/4051\/revisions\/4231"}],"wp:attachment":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/media?parent=4051"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/categories?post=4051"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/tags?post=4051"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}