{"id":7368,"date":"2021-09-16T08:46:23","date_gmt":"2021-09-16T12:46:23","guid":{"rendered":"https:\/\/blogs.mathworks.com\/deep-learning\/?p=7368"},"modified":"2021-09-16T08:46:23","modified_gmt":"2021-09-16T12:46:23","slug":"top-5-examples-on-github-you-should-know-about","status":"publish","type":"post","link":"https:\/\/blogs.mathworks.com\/deep-learning\/2021\/09\/16\/top-5-examples-on-github-you-should-know-about\/","title":{"rendered":"Top 5 Examples on GitHub you should know about"},"content":{"rendered":"

Did you know MATLAB has a GitHub page<\/span><\/a>? I went to see the site for myself, and it now has over 200 repositories, and quite a few deep learning-related projects.<\/p>\r\n

Below are 5 deep learning examples you may not know existed or perhaps haven\u2019t gotten around to trying yet.<\/p>\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
\r\n

1<\/strong><\/p>\r\n<\/td>\r\n

UNPIC, a new explainer app<\/strong><\/span>\r\n

\"\"<\/p>\r\n

UNPIC is an app which can be used to:<\/p>\r\n\r\n

    \r\n \t
  • Calculate network accuracy and the prediction scores of an image.<\/span><\/li>\r\n \t
  • Investigate network predictions and misclassifications with occlusion sensitivity, Grad-CAM, and gradient attribution.<\/span><\/li>\r\n \t
  • Visualize activations, maximally activating images, and deep dream.<\/span><\/li>\r\n \t
  • Compute and examine the t-SNE plot to better understand network misclassifications.<\/span><\/li>\r\n<\/ul>\r\n

    >> Link to Repo<\/a><\/strong><\/p>\r\n<\/td>\r\n<\/tr>\r\n

\r\n

2<\/strong><\/p>\r\n<\/td>\r\n

Yolo V4<\/strong><\/span>\r\n
<\/h6>\r\n\"\"\r\n
<\/h6>\r\nApparently we're up to version 4 for Yolo now, and you don't have to wait for a specific release to utilize the latest version! GitHub Repos are updated whenever a new model available.<\/span>\r\n
<\/h6>\r\n>> Link to Repo<\/strong><\/a><\/span>\r\n\r\n \r\n\r\n <\/td>\r\n
 \r\n\r\n <\/td>\r\n<\/tr>\r\n
\r\n

3<\/strong><\/p>\r\n<\/td>\r\n

Human Pose Estimation<\/strong><\/span>\r\n
<\/h6>\r\n\"\"\r\n

This demo uses a deep neural network to perform 3D pose estimation. It's a pretty popular example, and the GIF makes this look pretty cool. Check it out and let me know what you think.<\/p>\r\n >> Link to Repo<\/a><\/span><\/strong><\/td>\r\n<\/tr>\r\n

\r\n
<\/h6>\r\n

4<\/strong><\/p>\r\n<\/td>\r\n

Transformer Models<\/strong><\/span>\r\n
<\/h6>\r\n\"\"\r\n\r\n \r\n

I'd been searching for a good example to understand more about GPT-2, but couldn\u2019t find it right away. I'm happy to report it's easy to find with a simple \"Transformer\" search!! This includes both a BERT example and GPT-2<\/p>\r\n >> Link to Repo<\/a><\/span><\/strong><\/td>\r\n

<\/td>\r\n<\/tr>\r\n
\r\n

5<\/strong><\/p>\r\n<\/td>\r\n

Anomaly Detection using Autoencoders<\/strong><\/span>\r\n
<\/h6>\r\n\"\"\r\n
<\/h6>\r\nThis example runs through a full example of using predictive maintenance for Anomaly detection: Extract features and detect anomalies in industrial machinery vibration data using a biLSTM Autoencoder<\/span>\r\n\r\n \r\n
<\/h6>\r\n >> Link to Repo<\/a><\/span><\/span><\/strong>\r\n\r\n <\/td>\r\n
<\/td>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n
<\/h6>\r\n

Other contenders that didn't quite make the top 5:<\/p>\r\n#6<\/strong><\/span>\r\nMask detection<\/strong> \u2013 This is still a popular example that was highlighted as blog post last year: Code is here<\/span><\/a>, Blog Post is here<\/span><\/a>.\r\n

<\/h6>\r\n#7<\/strong><\/span>\r\nReinforcement Learning for Finance<\/strong> \u2013 This was released as an example almost 2 years ago, but remains popular. If you are into RL for Finance, you should definitely check this out: https:\/\/github.com\/matlab-deep-learning\/reinforcement_learning_financial_trading<\/a>\r\n
<\/h6>\r\n

See all of the deep learning repositories on MATLAB's Github Page<\/a>, and leave a comment for other examples you like or would you\u2019d like to see in the future.<\/p>\r\n\r\n

<\/h6>","protected":false},"excerpt":{"rendered":"
<\/div>

Did you know MATLAB has a GitHub page? I went to see the site for myself, and it now has over 200 repositories, and quite a few deep learning-related projects.\r\nBelow are 5 deep learning examples you... 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\/7368"}],"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=7368"}],"version-history":[{"count":78,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/7368\/revisions"}],"predecessor-version":[{"id":8112,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/7368\/revisions\/8112"}],"wp:attachment":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/media?parent=7368"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/categories?post=7368"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/tags?post=7368"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}