rogue-nix/machine-learning-resources

A compilation of machine learning resources

Machine Learning Resources

University of Tubingen Playlists

Mathematics for Machine Learning: https://www.youtube.com/playlist?list=PL05umP7R6ij1a6KdEy8PVE9zoCv6SlHRS

Statistical Machine Learning: https://www.youtube.com/playlist?list=PL05umP7R6ij2XCvrRzLokX6EoHWaGA2cC

Probabilistic Machine Learning: https://www.youtube.com/playlist?list=PL05umP7R6ij1tHaOFY96m5uX3J21a6yNd

Deep Learning: https://www.youtube.com/playlist?list=PL05umP7R6ij3NTWIdtMbfvX7Z-4WEXRqD

Data Compression with and withour Deep Probabilistic Diffusion models: https://www.youtube.com/playlist?list=PL05umP7R6ij0KTBVxk00MKoQRMLTWUJh-

Machine Learning Notes

• Illustrated Machine Learning - Learn complex machine learning algorithm with the help of illustrations
• Visual Notes - A collection of notes from various machine learning seminars, conferences and talks
• Ml Explained - A visual guide to some of the core concepts of machine learning

Interact with Machine Learning on the Web

• Interactive CNN - Train convolutional neural network on the web while you can see through how weights of each layers are getting updated
• Random Forest - An implementation of random forest in javascript
• Support Vector Machine - An implementation of SVMs in javascript
• Seeing Theory - A visual introduction to probability and statistics
• KNN - An implementation of K means clustering