Satpreet's repositories

UWBeamerPosterTemplate

BeamerPoster Template using UW colors and logo

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numpy-ml

Machine learning, in numpy

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Practical_RL

A course in reinforcement learning in the wild

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aima-exercises

Exercises for the book Artificial Intelligence: A Modern Approach

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Awesome-VAEs

A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.

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datascienceinpractice.github.io

Website source for Data Science in Practice. Note that this repository is for hosting only, and content is controlled and created by the Site repository.

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David-Silver-Reinforcement-learning

Notes for the Reinforcement Learning course by David Silver along with implementation of various algorithms.

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Deep-RL-Notes

A collection of comprehensive notes on Deep Reinforcement Learning, based on UC Berkeley's CS 285 (prev. CS 294-112)

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evostrat

A library that makes Evolutionary Strategies (ES) simple to use.

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Greedy_InfoMax

Code for the paper: Putting An End to End-to-End: Gradient-Isolated Learning of Representations

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grid-pattern-formation

repository for Neurips 2019 publication code

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hopfield-layers

Hopfield Networks is All You Need

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Lessons-Learned-Data-Science-Interviews

Lessons learned the hard way through over 30+ data science interviews

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mathematical-tours.github.io

Site web of the Mathematical Tours

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pfrl

PFRL: a PyTorch-based deep reinforcement learning library

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PPSeq.jl

Neyman-Scott point process model to identify sequential firing patterns in high-dimensional spike trains

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releasing-research-code

Tips for releasing research code in Machine Learning (with official NeurIPS 2020 recommendations)

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Research_CV_Template

A clean and crisp CV template

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RL-Adventure-2

PyTorch0.4 implementation of: actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial imitation learning / hindsight experience replay

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rl_trickery

A bag of tricks for reinforcement learning

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seqMultiTaskRNN

sequential learning in orthogonal subspaces

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Site

Repository for managing the Data Science in Practice website.

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stochastic-control

Course notes for ECSE 506: Stochastic Control and Decision Theory

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V-MPO_Lunarlander

Simple implementation of V-MPO proposed in https://arxiv.org/abs/1909.12238

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vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

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WaterLily

Real-time fluid simulator in Julia

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