automl

AutoML-Freiburg-Hannover Joined Jan 2014 View on GitHub

Stars
18,768
across 188 public repos
Rank
#2,005
of 94,827 organizations, top 3%
Down 89 places this week

Repositories with 50+ stars

automl's repositories with their overall rank
RankRepositoryLanguageStars
7,339

Automated Machine Learning with scikit-learn

Python 8,144
26,758

Automatic architecture search and hyperparameter optimization for PyTorch

Python 2,540
53,501

SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

Python 1,272
101,525

a distributed Hyperband implementation on Steroids

Python 631
106,933

NASLib is a Neural Architecture Search (NAS) library for facilitating NAS research for the community by providing interfaces to several state-of-the-art NAS search spaces and optimizers.

Python 596
126,045

RoBO: a Robust Bayesian Optimization framework

Python 497
179,072

Auto-WEKA

Java 334
209,023

Official Implementation of "Transformers Can Do Bayesian Inference", the PFN paper

Python 279
215,766

A curated list of awesome resources combining Transformers with Neural Architecture Search

269
249,540

Domain specific language for configuration spaces in Python. Useful for hyperparameter optimization and algorithm configuration.

Python 226
255,121

Lightweight and educational reimplementation of TabPFN https://arxiv.org/pdf/2511.03634

Jupyter Notebook 220
293,118

Benchmarking RL generalization in an interpretable way.

Python 186
308,360

Collection of hyperparameter optimization benchmark problems

Python 175
319,122

HPOlib is a hyperparameter optimization library. It provides a common interface to three state of the art hyperparameter optimization packages: SMAC, spearmint and hyperopt. This package is...

Python 168
320,707

This is the official implementation of TrivialAugment and a mini-library for the application of multiple image augmentation strategies including RandAugment and TrivialAugment.

Python 167
335,751

Understanding and Robustifying DARTS

Python 158
342,860

Bayesian neural network package

Jupyter Notebook 154
446,219

A Playground for Tabular Foundation Models

Python 111
462,552

An interactive framework to visualize and analyze your AutoML process in real-time.

Python 106
488,403 Python 99
512,314 Python 93
530,478

Neural Pipeline Search (NePS): Helps deep learning experts find the best neural pipeline.

Python 89
588,885

Parameter Importance Analysis Tool

Python 78
594,814 Python 77
607,110

A build-it-yourself AutoML Framework

Python 75
620,075

End-to-end RNA Design using deep reinforcement learning

Python 73
648,250 Python 69
655,646

BOAH: Bayesian Optimization & Analysis of Hyperparameters

Python 68
655,646 Python 68
713,793

The Mighty cRL library you've been looking for!

Python 61
732,722

An extension to Sacred for automated hyperparameter optimization.

Python 59
742,438

TempoPFN: Zero-shot Time Series Forecasting (accepted at NeurIPS 2026)

Python 58
763,364

Mamba4Cast, a zero-shot time series forecasting model, achieves competitive performance and faster inference than transformer-based models by leveraging Mamba architecture and synthetic training...

Jupyter Notebook 56
821,538

The official implementation of PFNs4BO: In-Context Learning for Bayesian Optimization

Jupyter Notebook 51

Among 94,827 organizations

16k–25k stars: 924 organizations, including automl

Stars along the bottom, and organizations in each band on a log scale

When they were made

34 repos with 50+ stars, made between 2014 and 2025

Quick stats

Next rank
+1 star to reach #2,004
Next milestone
+16,205 stars to reach the top 1%
Public repos
188, 34 with 50+ stars
Popular repos
19 over 100 stars, 3 over 1k stars
Top repo
auto-sklearn, #7,339 of all repos, 43% of stars
Smaller repos
1,461 stars from repos under 50

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