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Differential Progamming Tutorial
Setup
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ericmjl/dl-workshop
Differential Progamming Tutorial
ericmjl/dl-workshop
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Preliminaries
Preliminaries
Preface
Prerequisites
Setup
Introduction to Differential Programming
Introduction to Differential Programming
Neural Networks from Scratch
Gradient Based Optimization
Linear Model
Logistic Regression
Neural Networks
JAX Programming Idioms
JAX Programming Idioms
Introduction
Loopless Loops
Loopy Carry
Deterministic Randomness
Optimized Learning
The stax Module
The stax Module
Linear Models with stax
Neural Networks with stax
Gaussian Clustering
Gaussian Clustering
Introduction
Dirichlet Processes
DP-GMM
Appendix
Appendix
Partials
Getting Setup
If you're interested in executing the code...