├── .gitignore ├── assets ├── dag.png ├── mvp.png ├── vmp.png ├── forward.png ├── graphs.png ├── backward.png ├── intro_bwd.png ├── intro_fwd.png ├── composition.png ├── schmidhuber.png ├── intro_autodiff.png └── autodiff_systems.png ├── binder └── requirements.txt └── README.md /.gitignore: -------------------------------------------------------------------------------- 1 | venv 2 | -------------------------------------------------------------------------------- /assets/dag.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/dag.png -------------------------------------------------------------------------------- /assets/mvp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/mvp.png -------------------------------------------------------------------------------- /assets/vmp.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/vmp.png -------------------------------------------------------------------------------- /binder/requirements.txt: -------------------------------------------------------------------------------- 1 | jax 2 | jaxlib 3 | matplotlib 4 | numpy 5 | scipy 6 | theano 7 | sympy 8 | pyhf 9 | -------------------------------------------------------------------------------- /assets/forward.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/forward.png -------------------------------------------------------------------------------- /assets/graphs.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/graphs.png -------------------------------------------------------------------------------- /assets/backward.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/backward.png -------------------------------------------------------------------------------- /assets/intro_bwd.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/intro_bwd.png -------------------------------------------------------------------------------- /assets/intro_fwd.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/intro_fwd.png -------------------------------------------------------------------------------- /assets/composition.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/composition.png -------------------------------------------------------------------------------- /assets/schmidhuber.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/schmidhuber.png -------------------------------------------------------------------------------- /assets/intro_autodiff.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/intro_autodiff.png -------------------------------------------------------------------------------- /assets/autodiff_systems.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lukasheinrich/pyhep2020-autodiff-tutorial/HEAD/assets/autodiff_systems.png -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # pyhep2020-autodiff-tutorial 2 | 3 | [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/lukasheinrich/pyhep2020-autodiff-tutorial/master) 4 | [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.4067099.svg)](https://doi.org/10.5281/zenodo.4067099) 5 | --------------------------------------------------------------------------------