DeepMind

Repositories

• acme

  A library of reinforcement learning components and agents

  research reinforcement-learning agents
  Python Apache-2.0 155 1,710 33 1 Updated Oct 22, 2020

• kapitan

  Generic templated configuration management for Kubernetes, Terraform and other things

  python docker kubernetes yaml devops aws-kms jinja2
  Python 133 1,272 50 (5 issues need help) 19 Updated Oct 22, 2020

• reverb

  Reverb is an efficient and easy-to-use data storage and transport system designed for machine learning research
  C++ Apache-2.0 19 262 9 0 Updated Oct 22, 2020

• open_spiel

  OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.

  python swift games reinforcement-learning cpp multiagent
  C++ Apache-2.0 474 2,382 16 16 Updated Oct 22, 2020

• rlax
  Python Apache-2.0 30 470 2 0 Updated Oct 21, 2020

• chex
  Python Apache-2.0 5 108 1 0 Updated Oct 21, 2020

• dqn_zoo

  DQN Zoo is a collection of reference implementations of reinforcement learning agents developed at DeepMind based on the Deep Q-Network (DQN) agent.
  Python Apache-2.0 13 132 0 0 Updated Oct 21, 2020

• dm-haiku

  JAX-based neural network library

  machine-learning deep-neural-networks deep-learning neural-networks jax
  Python Apache-2.0 53 762 12 3 Updated Oct 21, 2020

• deepmind-research

  This repository contains implementations and illustrative code to accompany DeepMind publications
  Jupyter Notebook Apache-2.0 571 2,457 13 16 Updated Oct 21, 2020

• bsuite

  bsuite is a collection of carefully-designed experiments that investigate core capabilities of a reinforcement learning (RL) agent
  Python Apache-2.0 141 1,093 3 4 Updated Oct 20, 2020

• optax

  Optax is a gradient processing and optimization library for JAX.
  Python Apache-2.0 11 172 8 (4 issues need help) 3 Updated Oct 20, 2020

• ferminet

  An implementation of the Fermionic Neural Network for ab-initio electronic structure calculations
  Python Apache-2.0 20 222 0 0 Updated Oct 16, 2020

• ai-safety-gridworlds

  This is a suite of reinforcement learning environments illustrating various safety properties of intelligent agents.
  Python Apache-2.0 98 469 0 0 Updated Oct 13, 2020

• dm_control

  DeepMind's software stack for physics-based simulation and Reinforcement Learning environments, using MuJoCo.

  machine-learning reinforcement-learning deep-learning artificial-intelligence neural-networks physics-simulation mujoco
  Python Apache-2.0 364 2,075 18 0 Updated Oct 12, 2020

• grid-cells

  Implementation of the supervised learning experiments in Vector-based navigation using grid-like representations in artificial agents, as published at https://www.nature.com/articles/s41586-018-0102-6
  Python Apache-2.0 43 147 1 1 Updated Oct 12, 2020

• tree

  tree is a library for working with nested data structures
  Python Apache-2.0 10 105 4 4 Updated Oct 8, 2020

• sonnet

  TensorFlow-based neural network library

  machine-learning deep-learning tensorflow artificial-intelligence neural-networks
  Python Apache-2.0 1,238 8,551 13 2 Updated Oct 8, 2020

• mc_gradients
  Jupyter Notebook Apache-2.0 21 89 0 1 Updated Sep 26, 2020

• lab

  A customisable 3D platform for agent-based AI research

  machine-learning deep-learning artificial-intelligence neural-networks
  C GPL-2.0 1,280 6,283 35 3 Updated Sep 23, 2020

• multidim-image-augmentation

  This package provides TensorFlow Ops for multidimensional volumetric image augmentation.
  C++ Apache-2.0 21 109 4 3 Updated Sep 14, 2020

• graph_nets

  Build Graph Nets in Tensorflow

  deep-learning tensorflow graphs artificial-intelligence neural-networks sonnet graph-networks
  Python Apache-2.0 695 4,613 8 2 Updated Aug 28, 2020

• labmaze

  A standalone release of DeepMind Lab's maze generator with Python bindings.
  C++ Apache-2.0 7 29 0 0 Updated Aug 21, 2020

• hanabi-learning-environment

  hanabi_learning_environment is a research platform for Hanabi experiments.
  Python Apache-2.0 102 507 11 4 Updated Jul 30, 2020

• pysc2

  StarCraft II Learning Environment

  machine-learning reinforcement-learning starcraft-ii-replays starcraft-ii blizzard-api deepmind
  Python Apache-2.0 1,072 7,048 44 (3 issues need help) 8 Updated Jul 29, 2020

• streetlearn

  A C++/Python implementation of the StreetLearn environment based on images from Street View, as well as a TensorFlow implementation of goal-driven navigation agents solving the task published in “Learning to Navigate in Cities Without a Map”, NeurIPS 2018
  C++ Apache-2.0 45 201 2 0 Updated Jul 21, 2020

• mathematics_dataset

  This dataset code generates mathematical question and answer pairs, from a range of question types at roughly school-level difficulty.
  Python Apache-2.0 176 1,283 1 0 Updated Jul 12, 2020

• dm_construction
  Python Apache-2.0 2 13 0 0 Updated Jul 10, 2020

• dm_env_rpc

  A networking protocol for agent-environment communication
  Python Apache-2.0 3 15 0 0 Updated Jul 10, 2020

• objecthash-proto

  ObjectHash for protocol buffers
  Go Apache-2.0 12 59 1 0 Updated Jul 1, 2020

• surface-distance

  Library to compute surface distance based performance metrics for segmentation tasks.
  Python Apache-2.0 44 173 1 2 Updated Jul 1, 2020