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University of Toronto
- Toronto, Canada
- www.paulvicol.com
- @PaulVicol
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A computer algebra system written in pure Python
This repository contains implementations and illustrative code to accompany DeepMind publications
Kuan-Chieh Wang, Paul Vicol, Eleni Triantafillou, Richard Zemel. (2020). “Few-shot Out-of-Distribution Detection.” (ICML) Workshop on Uncertainty and Robustness in Deep Learning
Code for Understanding and Mitigating Exploding Inverses in Invertible Neural Networks (AISTATS 2021) http:https://arxiv.org/abs/2006.09347
Statistical adaptive stochastic optimization methods
PRML algorithms implemented in Python
Flexible and powerful tensor operations for readable and reliable code (for pytorch, jax, TF and others)
Code for "Flow-GAN: Combining Maximum Likelihood and Adversarial Learning in Generative Models", AAAI 2018.
Pytorch implementations of density estimation algorithms: BNAF, Glow, MAF, RealNVP, planar flows
Code for "Adversarial Distillation of Bayesian Neural Network Posteriors" https://arxiv.org/abs/1806.10317
Theano was a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It is being continued as PyTensor: www.github.…
An Open Source Machine Learning Framework for Everyone
scikit-learn: machine learning in Python
The Python micro framework for building web applications.