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

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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
  • Video 2: Probability Distributions
  • Video 3: Statistical Tests
  • Video 4: Advanced Statistics
  • Video 5: Linear Algebra

Handout Notes

Self Assessment


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Material Includes

  • Video tutorial
  • Handout notes
  • Self practice questions

Who Should Take this course?

  • Beginners in data science and machine learning

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