Top 4 Python model-based-reinforcement-learning Projects

DI-engine

3 2,553 8.7 Python

OpenDILab Decision AI Engine

Project mention: Anyone have experience with DI-Engine? | /r/reinforcementlearning | 2023-05-04

I posted a while back asking people what frameworks they were using for RL research. Recently i stumbled upon DI-Engine which looks promising! Actively maintained, with a diverse set of algorithms already implemented.

mbrl-lib

1 911 3.4 Python

Library for Model Based RL
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.
Data-Efficient-Reinforcement-Learning-with-Probabilistic-Model-Predictive-Control

2 114 4.5 Python

Unofficial Implementation of the paper "Data-Efficient Reinforcement Learning with Probabilistic Model Predictive Control", applied to gym environments
omega

1 36 0.0 Python

A number of agents (PPO, MuZero) with a Perceiver-based NN architecture that can be trained to achieve goals in nethack/minihack environments. (by hr0nix)

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Index

What are some of the best open-source model-based-reinforcement-learning projects in Python? This list will help you:

	Project	Stars
1	DI-engine	2,553
2	mbrl-lib	911
3	Data-Efficient-Reinforcement-Learning-with-Probabilistic-Model-Predictive-Control	114
4	omega	36

Python model-based-reinforcement-learning

Top 4 Python model-based-reinforcement-learning Projects

DI-engine

mbrl-lib

InfluxDB

Data-Efficient-Reinforcement-Learning-with-Probabilistic-Model-Predictive-Control

omega

Index