• Everything of Coding
• Compressive Sensing
• Optimization
• Statistical Machine Learning

Everything of Coding

• Awesome Series on Github. Basically you can find everything about coding here. It’s a collection of awesome projects!

Compressive Sensing

• Nuit Blanche. If you are telling me that you do some compressive sensing but you never heard about Nuit Blanche, you should probably do your homework again.
• Compressive Sensing Group at Rice Univ. Unfortunately, recently they moved the website to another place where I could not find.
• Terence Tao’s Blog. Of course CS is just a part-time job for Terry. But I have learned so much from his blog. More than just the fancy math, Terry’s thinking pattern is the one that inspires me the most.

Optimization

• Convex Optimization
  • Convex Optimization I (EE364a) at Stanford by Stephen Boyd. Oh Stephen, my idol.
  • Convex Optimization I (EE364b) at Stanford by Stephen Boyd
  • Advanced Topics in Convex Optimization (Math 301) at Stanford by Candes
  • Optimization at CMU by Javier Peña and Ryan Tibshirani
• Nice blogs
  • An Overview of Gradient Descent Algorithms. From a machine learning student’s perspective.

Statistical Machine Learning

• Statistical Learning by Trevor Hastie and Rob Tibshirani. Pretty cool! Two funny old guys XD (and of course the giants of our time)
• Statistical Machine Learning by Larry Wasserman and Ryan. Larry is genius. You should take some time to check this out.
• Advanced Machine Learning by Robert Nowak and also many interesting courses on his web.