ml-resources

This repo is a collection of resources to guide beginners in learning Machine Learning

NOTE: this project is a baby project. I would highly appreaciate it if you may contribute to it by posting a pull request with the specific resources you want to add.

This only includes technical resources; please do not forget to search for other meta-resources such as the ethics of Machine Learning, it's applications in real life, etc...

Mathematics

Videos

• 3Brown1Blue, especially:
  • Essence of Calculus https://www.youtube.com/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr
  • Essence of Linear Algebra https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab

Machine learning itself

Videos

• 3Brown1Blue -- Neural Networks https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
• Computerphile -- Hill Climbing Algorithm & Artificial Intelligence https://www.youtube.com/watch?v=oSdPmxRCWws&index=1&list=PL8zB0OvKDj4qYWeVUSZXJgr2xLah-7cJG (Also take a look at the whole AI playlist, it's really worth it)
• Brandon Rohrer -- How Convolutional Neural Networks Work https://www.youtube.com/watch?v=FmpDIaiMIeA

Courses

• Coursera (much of their courses concern AI. Try to start with the basics)

Slides

• Jason Mayes -- Machine Learning 101 https://docs.google.com/presentation/d/1kSuQyW5DTnkVaZEjGYCkfOxvzCqGEFzWBy4e9Uedd9k/preview?imm_mid=0f9b7e&cmp=em-data-na-na-newsltr_20171213#slide=id.g168a3288f7_0_58