Self Study/Reading List

This is a personal archive to keep track of self-study/reading.

Mathematics

Differential Geometry

• Introduction to Differential Geometry In progress.
• Discrete Differential Geoemtry by Carnegie Mellon University (CMU 15-458/858) In progress.
  • Course Material
  • Video

Computer Science

Machine Learning with Graphs

• Graph Representation Learning
• Machine Learning with Graphs by Stanford University (CS-224W)
  • Course Material
  • Video

Spectral Graph Theory

• Spectral and Algebraic Graph Theory

Deep Learning

• Fundamentals of Deep Learning by TTIC
  • Course Material

Algorithms

• Introduction to Algorithms by MIT
  • Course Meterial
  • Video

Statistics

Optimization

• Convex Optimization – Boyd and Vandenberghe

Etc