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  • 2019/20 kevad
  • Special Course in Machine Learning: Deep Generative Models (MTAT.03.317)

Special Course in Machine Learning: Deep Generative Models 2019/20 kevad

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  • Schedule
  • Homeworks
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Linear Algebra

  • Linear Algebra and Calculus refresher from Stanford Machine Learning course
  • Linear Algebra Review and Reference from Stanford
  • Computational Linear Algebra for Coders from fast.ai.

Calculus

  • Vector, Matrix, and Tensor Derivatives from Stanford.
  • The Matrix Calculus You Need For Deep Learning from fast.ai.

Probability

  • Probabilities and Statistics refresher from Stanford Machine Learning course
  • Review of Probability Theory from Stanford.

Deep Learning

  • Ian Goodfellow Deep Learning book

Generative Models

  • Course notes CS236 Deep Generative Models
  • Stanford lecture about GANs from CS231N
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