Free online courseLinear Algebra for Machine Learning

Course content

• Video class: Machine Learning Foundations: Welcome to the Journey

  0h02m

• Video class: What Linear Algebra Is — Topic 1 of Machine Learning Foundations

  0h24m

• Video class: Plotting a System of Linear Equations — Machine Learning Foundations Bonus Video

  0h09m

• Video class: Linear Algebra Exercise — Topic 2 of Machine Learning Foundations

  0h02m

• Video class: Tensors — Topic 3 of Machine Learning Foundations

  0h02m

• Video class: Scalars — Topic 4 of Machine Learning Foundations

  0h13m

• Video class: Vectors and Vector Transposition — Topic 5 of Machine Learning Foundations

  0h12m

• Video class: Norms and Unit Vectors — Topic 6 of Machine Learning Foundations

  0h15m

• Video class: Basis, Orthogonal, and Orthonormal Vectors — Topic 7 of Machine Learning Foundations

  0h04m

• Video class: Matrix Tensors — Topic 8 of Machine Learning Foundations

  0h08m

• Video class: Generic Tensor Notation — Topic 9 of Machine Learning Foundations

  0h06m

• Video class: Exercises on Algebra Data Structures — Topic 10 of Machine Learning Foundations

  0h00m

• Video class: Tensor Operations — Segment 2 of Subject 1, "Intro to Linear Algebra", ML Foundations

  0h01m

• Video class: Tensor Transposition — Topic 11 of Machine Learning Foundations

  0h03m

• Video class: Basic Tensor Arithmetic (The Hadamard Product) — Topic 12 of Machine Learning Foundations

  0h06m

• Video class: Tensor Reduction — Topic 13 of Machine Learning Foundations

  0h03m

• Video class: The Dot Product — Topic 14 of Machine Learning Foundations

  0h05m

• Video class: Exercises on Tensor Operations — Topic 15 of Machine Learning Foundations

  0h00m

• Video class: Solving Linear Systems with Substitution — Topic 16 of Machine Learning Foundations

  0h04m

• Video class: Solving Linear Systems with Elimination — Topic 17 of Machine Learning Foundations

  0h05m