soroushmehr

sampleRNN_ICLR2017

SampleRNN: An Unconditional End-to-End Neural Audio Generation Model

FairDeepLearning

ARS

An implementation of the Augmented Random Search algorithm

bayou

System for synthesizing Java API idioms, powered by Neural Sketch Learning

beta-tcvae

code for "Isolating Sources of Disentanglement in Variational Autoencoders".

coding-interview-university

A complete computer science study plan to become a software engineer.

cond-shift-neurons

Implementation of Conditionally Shifted Neurons by Munkhdalai et al. (https://arxiv.org/pdf/1712.09926.pdf)

conll-2012

Reader for CoNLL-2012 using Ontonotes-5.0 documents

Deep4Cast

Probabilistic Multivariate Time Series Forecast using Deep Learning

deepproblog

DeepProbLog is an extension of ProbLog that integrates Probabilistic Logic Programming with deep learning by introducing the neural predicate.

diora

Deep Inside-Outside Recursive Autoencoder

DIP-VAE

An implementation of DIP-VAE from the paper "Variational Inference of Disentangled Latent Concepts from Unlabelled Observations" by Kumar et al. (Published at ICLR 2018) https://arxiv.org/abs/1711.00848

fourier

An Interactive Introduction to Fourier Transforms

generative-compression

TensorFlow Implementation of Generative Adversarial Networks for Extreme Learned Image Compression

gym-sokoban

Sokoban environment for OpenAI Gym

harmonic_recomposition_workshop

imitation-learning

Imitation learning algorithms

jaxrl

JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

MobILE-NeurIPS2021

This is the code repository for MobILE: Model-Based Imitation Learning from Observation Alone (NeurIPS 2021)

pde-surrogate

Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data

PIDOptimizer

Code for this CVPR 2018 paper: "A PID Controller Approach for Stochastic Optimization of Deep Networks", Wangpeng An, Haoqian Wang, Qingyun Sun, Jun Xu, Qionghai Dai, Lei Zhang.

quiver

A modern commutative diagram editor for the web.

Reinforcement_learning_tutorial_with_demo

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

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

self-driving-car-sim

A self-driving car simulator built with Unity

SimpleRacerResearchPlatform

A simple web racing game demo using imitation learning models.

TCL

Time-Contrastive Learning

TextWorld

​TextWorld is a sandbox learning environment for the training and evaluation of reinforcement learning (RL) agents on text-based games.

tikzcd-editor

A simple visual editor for creating commutative diagrams.

zeroshot-imitation

[ICLR 2018] TensorFlow code for zero-shot visual imitation by self-supervised exploration