I work on reinforcement learning and autonomous robots with an emerging focus on spatial perception. IAIFI Fellow, Postdoc at MIT CSAIL.
ml-logger. A logger, server and visualization dashboard for ML projects
200deep-auto-punctuation. a pytorch implementation of auto-punctuation learned character by character
139deep_learning_notes. a collection of my notes on deep learning
124grammar_variational_autoencoder. pytorch implementation of grammar variational autoencoder
64plan2vec. Public Release of Plan2vec Implementation in pyTorch
57char2wav_pytorch. pytorch implementation of lyre.ai's char2wav model
32gym-fetch. A collection of manipulation tasks with the fetch robot
23unitree-go1-setup-guide. Setup guide for the UniTree Go1 robot
23params-proto. params_proto, a collection of decorators that makes shell argument passing declarative
18deep_learning_papers_TLDR. repository for my TLDR for deep learning papers (and SML papers!)
17e-maml. E-MAML, and RL-MAML baseline implemented in Tensorflow v1
17react-prosemirror. JavaScript
16deep_learning_plotting_example. Some of the plotting code used in our paper, as an example for good-looking plots.
13variational_autoencoder_pytorch. pyTorch variational autoencoder, with explainations
11ffn. Public Repo for the paper "Overcoming The Spectral-Bias of Neural Value Approximation"
11jaynes. Python
8nanoGPT. Adapted version of nanoGPT for teaching
8react-docgen-loader. a small webpack loader that generates react component metaData using react-docgen
7gym-dmc. DeepMind Control Suite plugin for gym
7zaku. Machine Learning Job Queue and Procedural Calls
6torch-ppo. PyTorch implementation of PPO, A2C, ACKTR, and GAIL
6gym-distracting-control. this is a packaged version of the distracting control suite from Stone et al.
5practical-rl-at-scale. example for running RL code bases at scale
4gym-sawyer. Sawyer robot adapter for OpenAI gym
4yatta. yatta is a cli tool that manages a local *.bib index for your PDFs.
4visdom_helper. helpers for pyTorch and visdom to better impedance match.
3legged-control-suite. A collection of legged robot environments built off DeepMind control
3ml-logger_examples. Usages Examples for ML-Logger
3reinforcement_learning_learning_notes. Python
3waterbear. Waterbear is a simple utility that makes your python dictionary accessible via dot notation.
3KL_divergence. small example demonstrating the difference between KL(P||Q) vs KL(Q||P)
3tensorflow_data_loading. A list of data loading patterns for TensorFlow
3ml-research-containers. A list of community maintained docker images for deep reinforcement learning research
3vuer-ts. TypeScript
3UnitreecameraSDK_ge. Unitree GO1 camera SDK, forked by Ge Yang
2moleskin. A Debugging and console print utility for python
2deep_machine_translation. A sequence to sequence model implemented in pyTorch
2savio-starter-kit. starter-kit for running stuff on the Berkeley Research Cluster Savio cluster Batteries Included!:battery:
2Computer-Vision-Projects. EECS 504- Winter 20
2memory. Collection of Replay Buffers for Reinforcement Learning Research
1torch_helpers. A collection of helpers for pyTorch
1megadraft-demo. JavaScript
1react-es6-template. a minimal react es6 template with automatic document generation
1rl-playground. Collection of RL algorithm implementations and baselines
1tf_logger. logging utility for tensorboard
1rl-playground-old. playground repo for rl algorithms
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