Top 8 baseline Open-Source Projects

stable-baselines3

46 8,082 8.2 Python

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

Project mention: Sim-to-real RL pipeline for open-source wheeled bipeds | /r/robotics | 2023-12-09

The latest release (v3.0.0) of Upkie's software brings a functional sim-to-real reinforcement learning pipeline based on Stable Baselines3, with standard sim-to-real tricks. The pipeline trains on the Gymnasium environments distributed in upkie.envs (setup: pip install upkie) and is implemented in the PPO balancer. Here is a policy running on an Upkie:

stable-baselines

10 4,000 0.0 Python

A fork of OpenAI Baselines, implementations of reinforcement learning algorithms
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.
statsforecast

58 3,599 8.9 Python

Lightning ⚡️ fast forecasting with statistical and econometric models.

Project mention: TimeGPT-1 | news.ycombinator.com | 2023-10-13

I can't find the TimeGPT-1 model.
LICENSE Apache-2
https://github.com/Nixtla/statsforecast/blob/main/LICENSE
Mentions ARIMA, ETS, CES, and Theta modeling

awesome-causality-algorithms

1 2,818 3.5

An index of algorithms for learning causality with data

Project mention: Why the world needs computational social science | news.ycombinator.com | 2023-10-02

https://github.com/rguo12/awesome-causality-algorithms
"The limits of graphical causal discovery" (2021)

neuralforecast

84 2,537 9.0 Python

Scalable and user friendly neural :brain: forecasting algorithms.

Project mention: [D] Doubts on the implementation of LSTMs for timeseries prediction (like including weather forecasts) | /r/MachineLearning | 2023-12-10

hierarchicalforecast

11 526 6.7 Python

Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.

Project mention: [D] When less is more in the hierarchical forecasting case. | /r/MachineLearning | 2023-07-03

RLeXplore

1 317 6.8 Jupyter Notebook

RLeXplore provides stable baselines of exploration methods in reinforcement learning, such as intrinsic curiosity module (ICM), random network distillation (RND) and rewarding impact-driven exploration (RIDE).
SaaSHub

www.saashub.com featured

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

2 277 0.0 Python

Mirror of Stable-Baselines: a fork of OpenAI Baselines, implementations of reinforcement learning algorithms (by Stable-Baselines-Team)

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 baseline projects? This list will help you:

	Project	Stars
1	stable-baselines3	8,082
2	stable-baselines	4,000
3	statsforecast	3,599
4	awesome-causality-algorithms	2,818
5	neuralforecast	2,537
6	hierarchicalforecast	526
7	RLeXplore	317
8	stable-baselines	277

baselines

Top 8 baseline Open-Source Projects

Index