Essential Matrix Algebra for Neural Networks

Essential Matrix Algebra for Neural Networks

StatQuest with Josh Starmer via YouTube Direct link

Matrix multiplication consolidates a sequence of linear transformations

5 of 11

5 of 11

Matrix multiplication consolidates a sequence of linear transformations

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Classroom Contents

Essential Matrix Algebra for Neural Networks

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  1. 1 Awesome song and introduction
  2. 2 Introduction to linear transformations
  3. 3 Linear transformations in matrix notation
  4. 4 Matrix multiplication
  5. 5 Matrix multiplication consolidates a sequence of linear transformations
  6. 6 Transposing a matrix
  7. 7 Matrix notation and equations
  8. 8 Using matrix equations to describe a neural network
  9. 9 nn.Linear documentation explained
  10. 10 1-D vs 2-D error messages explained
  11. 11 The matrix equation for Attention explained

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