CDS Video Series | Sec01. Probability Theory, Statistics and Linear Algebra

2,116.00

Material Includes

  • Video tutorial
  • Handout notes
  • Self practice questions

What I will learn?

  • Master the concepts of probability theory, statistics and linear algebra
  • Build a solid foundation of mathematical concepts use in machine learning and deep learning
  • Learn the basic building blocks of machine learning algorithms

Course Curriculum

Video Lessons: Probability, Statistics and Linear Algebra

  • Video 1: Counting and probability Theory
    47:14
  • Video 2: Probability Distributions
    42:29
  • Video 3: Statistical Tests
    29:49
  • Video 4: Advanced Statistics
    13:06
  • Video 5: Linear Algebra
    23:52

Handout Notes

Self Assessment

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