Mathematics for Machine Learning and Data Science

Topics

  • Linear Algebra
    • Week 1
    • Week 2
    • Week 3
    • Week 4
    • Extra
    • Exercises
  • Calculus
    • Week 1
    • Week 2
    • Week 3
    • Extra
Theme by the Executable Book Project
  • .rst

Linear Algebra

Linear Algebra#

  • Week 1
    • Singularity
      • Singularity and linear dependency
      • Singularity and the determinant
      • Singularity and rank
  • Week 2
    • Solving a system of equations
      • Elimination method
      • Substitution method
  • Week 3
    • Vectors
      • The angle between vectors
      • Vector projections
      • Geometric intuition of Dot product
    • Linear transformations
      • Linear transformations and rank
      • Linear transformations and determinant
  • Week 4
    • Eigenvalues and Eigenvectors
      • Basis
      • Eigenvalues
      • Eigenvectors
  • Extra
    • Principal Componenent Analysis
    • Support Vector Machines
  • Exercises
    • Calculate the determinant and inverse of \(W\)
    • Calculate the characteristic polynomial, eigenvalues and eigenvectors of \(A\)

previous

Mathematics for Machine Learning and Data Science

next

Linear Algebra - Week 1

By Federico Trifoglio
© Copyright 2023.