Top 9 hyperparameter-search Open-Source Projects

Ray

43 31,179 10.0 Python

Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Project mention: Ray: Unified framework for scaling AI and Python applications | news.ycombinator.com | 2024-05-03

wandb

16 8,211 9.9 Python

🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.

Project mention: A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev | dev.to | 2024-02-05

Weights & Biases — The developer-first MLOps platform. Build better models faster with experiment tracking, dataset versioning, and model management. Free tier for personal projects only, with 100 GB of storage included.

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.
auto-sklearn

3 7,409 1.8 Python

Automated Machine Learning with scikit-learn
determined

10 2,868 9.9 Go

Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch and TensorFlow.

Project mention: Open Source Advent Fun Wraps Up! | dev.to | 2024-01-05

17. Determined AI | Github | tutorial

rl-baselines3-zoo

11 1,786 6.2 Python

A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

Project mention: Can't solve MountainCar-v0 with A2C algorithm (stable-baselines3) | /r/reinforcementlearning | 2023-06-27

I'm trying to solve MountainCar-v0 enviroment from gymnasium with the A2C algorithm and the agent doesn't find a solution. I checked this so I added import stable_baselines3.common.sb2_compat.rmsprop_tf_like as RMSpropTFLike. Also checked the rl-baselines3-zoo for the hyperparameter tuning. So my code is:

rl-baselines-zoo

2 1,106 0.0 Python

A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.
SMAC3

2 1,009 3.2 Python

SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
SaaSHub

www.saashub.com featured

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

7 685 6.0 Python

OCTIS: Comparing Topic Models is Simple! A python package to optimize and evaluate topic models (accepted at EACL2021 demo track)
deephyper

1 262 8.9 Python

DeepHyper: Scalable Asynchronous Neural Architecture and Hyperparameter Search for Deep Neural Networks

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).