8+ Reinforcement Learning Project Ideas

• gym

  96 33,905 0.0 Python

  A toolkit for developing and comparing reinforcement learning algorithms.

  

OpenAI Gym has become the de facto standard for reinforcement learning frameworks among researchers and practitioners. Solving toy problems from the gym library will help familiarize you with this popular framework. Good starting points include Cartpole, Lunar Lander and Taxi.

• Bullet

  41 11,942 4.5 C++

  Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.

  

Gym provides a library of continuous physics simulations in the form of its MuJoCo environments. Since MuJoCo requires a paid license, I recommend checking out PyBullet as a free open-source alternative. Using PyBullet/MuJoCo, you can teach a variety of robots to walk, run, or swim.

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• ml-agents

  60 16,358 8.0 C#

  The Unity Machine Learning Agents Toolkit (ML-Agents) is an open-source project that enables games and simulations to serve as environments for training intelligent agents using deep reinforcement learning and imitation learning.

  

Unity ML-Agents is a relatively new add-on to the Unity game engine. It allows game developers to train intelligent NPCs for games and enables researchers to create graphics- and physics-rich RL environments. Project ideas to explore include:

• AirSim

  10 15,882 0.0 C++

  Open source simulator for autonomous vehicles built on Unreal Engine / Unity, from Microsoft AI & Research

  

AirSim

• carla

  22 10,531 9.4 C++

  Open-source simulator for autonomous driving research.

  

CARLA

• open_spiel

  44 4,004 9.5 C++

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

  

8. Build a Chess Bot with OpenSpiel

• tensortrade

  44 4,383 0.0 Python

  An open source reinforcement learning framework for training, evaluating, and deploying robust trading agents.

  

Predict stock prices with TensorTrade

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

• rlcard

  5 2,709 6.2 Python

  Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.

  

Build a Poker bot with RLCard

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