AutoML-Freiburg-Hannover

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187 repositories

hpoglue
Public
HPO tool with a modular API that allows for the easy interfacing of a new Optimizer and a new Benchmark
benchmarking machine-learning optimization hyperparameter-optimization hpo automl automated-machine-learning
Python
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BSD 3-Clause "New" or "Revised" License
•0•4•2•0•Updated Sep 19, 2025Sep 19, 2025
hposuite
Public
A lightweight framework for benchmarking HPO algorithms
benchmarking machine-learning optimization hyperparameter-optimization hpo automl automated-machine-learning
Python
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BSD 3-Clause "New" or "Revised" License
•0•3•6•1•Updated Sep 19, 2025Sep 19, 2025
PFNs4BO
Public
The official implementation of PFNs4BO: In-Context Learning for Bayesian Optimization
Jupyter Notebook
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Apache License 2.0
•5•33•1•0•Updated Sep 18, 2025Sep 18, 2025
neps
Public
Neural Pipeline Search (NePS): Helps deep learning experts find the best neural pipeline.
hyperparameter-optimization automl neural-architecture-search neural-pipeline-search deep-learning
Python
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Apache License 2.0
•19•78•13•4•Updated Sep 16, 2025Sep 16, 2025
mo_mf_priors
Public
Python
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BSD 3-Clause "New" or "Revised" License
•0•1•0•0•Updated Sep 16, 2025Sep 16, 2025
HyperSHAP
Public
HyperSHAP is a holistic framework for explaining hyperparameter optimization based on Shapley values and interactions.
Python
•
BSD 3-Clause "New" or "Revised" License
•0•3•3•0•Updated Sep 15, 2025Sep 15, 2025
mdp-playground
Public
A python package to design and debug RL agents.
benchmarking benchmark reinforcement-learning testbed
Python
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Apache License 2.0
•7•32•0•3•Updated Sep 9, 2025Sep 9, 2025
PFNs
Public
Our maintained PFN repository. Come here to train SOTA PFNs.
Jupyter Notebook
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Apache License 2.0
•18•105•1•0•Updated Sep 8, 2025Sep 8, 2025
SMAC3
Public
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
random-forest configuration hyperparameter-optimization bayesian-optimization hyperparameter-tuning automl automated-machine-learning hyperparameter-search bayesian-optimisation gaussian-process
Python
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Other
•239•1.2k•106•14•Updated Sep 8, 2025Sep 8, 2025
ConfigSpace
Public
Domain specific language for configuration spaces in Python. Useful for hyperparameter optimization and algorithm configuration.
Python
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Other
•96•214•27•4•Updated Sep 5, 2025Sep 5, 2025
auto-sklearn
Public
Automated Machine Learning with scikit-learn
scikit-learn hyperparameter-optimization bayesian-optimization hyperparameter-tuning automl automated-machine-learning smac meta-learning hyperparameter-search metalearning
Python
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BSD 3-Clause "New" or "Revised" License
•1.3k•7.9k•198•6•Updated Sep 4, 2025Sep 4, 2025
DynaBO
Public
Python
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Other
•0•0•0•0•Updated Sep 4, 2025Sep 4, 2025
CARP-S
Public
A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.
Jupyter Notebook
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Other
•0•17•46•4•Updated Aug 29, 2025Aug 29, 2025
tabularpriors
Public
A python module implementing interfaces for various public tabular priors
Jupyter Notebook
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Apache License 2.0
•0•4•0•0•Updated Aug 28, 2025Aug 28, 2025
arlbench
Public
HPO and Architecture Benchmarking for RL: Dynamically, Reactive and Efficient
rl hpo autorl
Python
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Other
•2•24•5•0•Updated Aug 28, 2025Aug 28, 2025
RNAinformer
Public
Python
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Apache License 2.0
•1•0•0•0•Updated Aug 23, 2025Aug 23, 2025
autorl-org
Public
The AutoRL.org site
JavaScript
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Apache License 2.0
•1•3•0•0•Updated Aug 22, 2025Aug 22, 2025
DeepCAVE
Public
An interactive framework to visualize and analyze your AutoML process in real-time.
visualization real-time analysis interactive hyperparameters automl sampling-bias iml hyperparameter-importance
Python
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Apache License 2.0
•13•91•52•1•Updated Aug 22, 2025Aug 22, 2025
SyntheticEvolution
Public
RNA Secondary Structure Based Generation of Synthetic Homologous Sequences
C++
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Apache License 2.0
•1•0•0•1•Updated Aug 21, 2025Aug 21, 2025
ifBO
Public
In-context Bayesian Optimization
Python
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MIT License
•5•17•0•2•Updated Aug 11, 2025Aug 11, 2025
mighty_dr_example
Public
Example for using Mighty in a project
Jupyter Notebook
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Other
•0•0•0•0•Updated Aug 11, 2025Aug 11, 2025
NOSBench
Public
NOSBench-101: Towards Reproducible Neural Optimizer Search
Python
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MIT License
•1•2•0•1•Updated Aug 9, 2025Aug 9, 2025
mighty_project_template
Public template
Template repo for Mighty projects
Python
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Other
•0•0•0•0•Updated Aug 8, 2025Aug 8, 2025
Mighty
Public
The Mighty cRL library you've been looking for! 💪
reinforcement-learning carl contextual-reinforcement-learning dynamic-algorithm-configuration dacbench
Python
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Other
•0•55•12•2•Updated Aug 8, 2025Aug 8, 2025
Mighty-DACs
Public
Python
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Other
•0•0•0•0•Updated Aug 5, 2025Aug 5, 2025
DACBench
Public
A benchmark library for Dynamic Algorithm Configuration.
reinforcement-learning black-box-optimization automl algorithm-configuration reinforcement-learning-environments benchmark
PDDL
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Apache License 2.0
•14•32•11•0•Updated Jul 30, 2025Jul 30, 2025
AutoNNUnet
Public
Python
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Other
•2•9•0•0•Updated Jul 23, 2025Jul 23, 2025
neps_colab_playground
Public
NePS wrapper code specific to a colab tutorial
Python
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MIT License
•0•1•0•0•Updated Jul 21, 2025Jul 21, 2025
Auto-DSNN
Public
Implementation of "DeepShift: Towards Multiplication-Less Neural Networks" https://arxiv.org/abs/1905.13298
Python
•34•0•0•0•Updated Jul 17, 2025Jul 17, 2025
llms_feature_engineering_bias
Public
LLMs Feature Engineering Bias
machine-learning tabular-data feature-engineering llm
Python
•1•5•0•0•Updated Jul 15, 2025Jul 15, 2025