/CS760

All the work that I do for the Machine Learning Course

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CS760

All the work that I do for the Machine Learning Course

hw1: Revisiting Mathematics

This assignment revisits various sections of Mathematics that will be helpful in the course.

Sections:

  • Vectors and Matrices
  • Calculus
  • Probability and Statistics
  • Big-O-Notation
  • Probability and Random Variables
    • Probability
    • Discrete and Continuous Distributions
    • Mean and Variance
    • Mutual and Conditional Independence
    • Central Limit Theorem
  • Linear Algebra
    • Norms
    • Geometry
  • Programming Skills