Slides for the book "The Elements of Differentiable Programming".
| Lecture | Topics | Presentation |
|---|---|---|
| Introduction | link | |
| Part I: Fundamentals | Differentiation Probabilistic learning |
link |
| Part II: Differentiable programs | Pararameterized programs Control flows |
link |
| Part III: Differentiating programs | Finite differences Automatic differentiation Differentiating optimization Differentiating integration |
link |
| Part IV: Smoothing programs | Smoothing by optimization Smoothing by integration |
link |
@article{edpbook,
title={The {E}lements of {D}ifferentiable {P}rogramming},
author={Blondel, Mathieu and Roulet, Vincent},
journal={arXiv preprint arXiv:2403.14606},
year={2024}
}