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Math 0-1: Linear Algebra for Data Science & Machine Learning

Math 0-1: Linear Algebra for Data Science & Machine Learning
Source: https://www.udemy.com/course/linear-algebra-data-science/

What you’ll learn

  • Solve systems of linear equations
  • Understand vectors, matrices, and higher-dimensional tensors
  • Understand dot products, inner products, outer products, matrix multiplication
  • Apply linear algebra in Python
  • Understand matrix inverse, transpose, determinant, trace
  • Understand matrix rank and low-rank approximations (e.g. SVD)
  • Understand eigenvalues and eigenvectors

Requirements

  • Firm understanding of high school math

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Download Links

Password: cms.ddpanda.org

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