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..

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Smac

SMAC: The StarCraft Multi-Agent Challenge

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Qlearning trading

Learning to trade under the reinforcement learning framework

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Autonomous Learning Library

A PyTorch library for building deep reinforcement learning agents.

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Spot mini mini

Dynamics and Domain Randomized Gait Modulation with Bezier Curves for Sim-to-Real Legged Locomotion.

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Aigames

use AI to play some games.

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Deep Reinforcement Learning Survey

My Exploration on Deep Reinforcement Learning Survey

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Huskarl

Deep Reinforcement Learning Framework + Algorithms

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Mlinterview

A curated awesome list of AI Startups in India & Machine Learning Interview Guide. Feel free to contribute!

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Flappy Bird Deep Q Learning Pytorch

Deep Q-learning for playing flappy bird game

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World Models

Reimplementation of World-Models (Ha and Schmidhuber 2018) in pytorch

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Deep Rl Keras

Keras Implementation of popular Deep RL Algorithms (A3C, DDQN, DDPG, Dueling DDQN)

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Pytorch Rl

This repository contains model-free deep reinforcement learning algorithms implemented in Pytorch

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Contextualbandits

Python implementations of contextual bandits algorithms

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Unreal

Reinforcement learning with unsupervised auxiliary tasks

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Learning Deep Learning

Paper reading notes on Deep Learning and Machine Learning

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Pypokerengine

Poker engine for poker AI development in Python

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Awesome Monte Carlo Tree Search Papers

A curated list of Monte Carlo tree search papers with implementations.

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Maro

Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.

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Deep Reinforcement Learning

Repo for the Deep Reinforcement Learning Nanodegree program

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Gym Duckietown

Self-driving car simulator for the Duckietown universe

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Starcraft

Implementations of IQL, QMIX, VDN, COMA, QTRAN, MAVEN, CommNet, DyMA-CL, and G2ANet on SMAC, the decentralised micromanagement scenario of StarCraft II

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Home Platform

HoME: a Household Multimodal Environment is a platform for artificial agents to learn from vision, audio, semantics, physics, and interaction with objects and other agents, all within a realistic context.

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Reinforcement Learning In Portfolio Management

In this paper, we implement three state-of-art continuous reinforcement learning algorithms, Deep Deterministic Policy Gradient (DDPG), Proximal Policy Optimization (PPO) and Policy Gradient (PG)in portfolio management.

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Lagom

lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.

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Qtrader

Reinforcement Learning for Portfolio Management

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Recnn

Reinforced Recommendation toolkit built around pytorch 1.7

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Text summurization abstractive methods

Multiple implementations for abstractive text summurization , using google colab

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Tensorlayer Tricks

How to use TensorLayer

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Genrl

A PyTorch reinforcement learning library for generalizable and reproducible algorithm implementations with an aim to improve accessibility in RL

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Rl Chatbot

🤖 Deep Reinforcement Learning Chatbot

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Meta Rl

Implementation of Meta-RL A3C algorithm

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Pytorch Cpp Rl

PyTorch C++ Reinforcement Learning

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Rl algorithms

Structural implementation of RL key algorithms

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Cleanrl

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features

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Awesome Self Supervised Learning

A curated list of awesome self-supervised methods

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Ai Blog

Accompanying repository for Let's make a DQN / A3C series.

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Tf2rl

TensorFlow2 Reinforcement Learning

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Curl

CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning

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Arxivtimes

repository to research & share the machine learning articles

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Pomdps.jl

MDPs and POMDPs in Julia - An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.

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Trpo

Trust Region Policy Optimization with TensorFlow and OpenAI Gym

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Rlzoo

A Comprehensive Reinforcement Learning Zoo for Simple Usage 🚀

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421-480 of 962 reinforcement-learning projects