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What is Mathematithod

A Latexed note on intro courses in math and computer science.

Topics includes(and more)

  • Fundamental Mathematics
  1. Introduction to Algebra(Groups, Rings and Fields)
  2. Linear Algebra(Spectral Theorems, SVD, Canonical Forms, Bilinear and Quartic Forms)
  3. Analysis and Probability
  • Algorithms ( Dynamic Programming, Max Flow - Min Cut, Decidability, Randomized Algorithms)
  • Numerical Analysis(Floating Point System, Numerical Linear Algebra, IVP and BVP)
  • Machine Learning(MLE/MAP, Supervised learning, Deep Nets, AutoEncoders, Diffusion Models)
  • Parallel Programming Basics

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