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1. Differential Equations and Generative Models

(Author: Miranda Cheng)

Useful materials

Tutorial

(Author: Anindita Maiti)

Outline of tutorials

Reference papers and book chapters for tutorials

2. Statistical Physics and Geometry of Overparameterization

(Author: Pankaj Mehta)

Useful materials

Tutorial

(Author: Di Luo)

Overparameterization code

Tutorial 1.1 overparameterization.ipynb

Tutorial 1.2 linreg_diabetes.ipynb

Tutorial 1.3 linreg_ising.ipnyb

3. Generative modeling, with connection to and applications in physics

(Author: Siddharth Mishra-Sharma)

Useful materials

Introductory posts:

Code:

Tutorial

(Author: Carol Cuesta-Lazaro)

4. Astrostatistics

(Author: Joshua Speagle)

Useful materials

Shapley Values:

Counterfactuals:

Saliency Maps:

Tutorial

(Author: Alex Gagliano)

5. Incorporating Symmetry into Deep Dynamics Models

(Author: Robin Walters)

Useful materials

Tutorial

(Author: Rui Wang)

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