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NervanaSystems/coach: Release 0.10.0

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 26 Aug 2018Publisher:Zenodo
Authors: Dwiel, Zach; Caspi, Itai; Leibovich, Gal; Deshpande, Ajay; Anabwan; Novik, Gal; Shadiendrawis; +20 Authors
Code repository: https://github.com/NervanaSystems/coach/tree/v0.10.0

doi: 10.5281/zenodo.1403783 , 10.5281/zenodo.3349919 , 10.5281/zenodo.2656627 , 10.5281/zenodo.1596708 , 10.5281/zenodo.3235260 , 10.5281/zenodo.2656632 , 10.5281/zenodo.2548846 , 10.5281/zenodo.1574060 , 10.5281/zenodo.1403782

NervanaSystems/coach: Release 0.10.0

Abstract

A complete redesign - non-backward compatible. Enabling multi-agent support. New features - PIP package Benchmarks Hierarchical Reinforcement Learning (demonstrated by Hierarchical Actor-Critic) Tutorials Shared memory (e.g. Replay Buffer) between workers Tests (unit-tests, reward-based tests, trace-based tests) Using Coach as a library (see example here) New Environments - Toy Environments (Exploration Chain, BitFlip) DeepMind PySC2 support (Starcraft 2) DeepMind Control Suite New Algorithms - Hindsight Experience Replay Prioritized Experience Replay Hierarchical Actor-Critic UCB with Q-Ensembles

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