AutoML-Freiburg-Hannover

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183 repositories

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•77•10•6•Updated Jul 30, 2025Jul 30, 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•47•17•0•Updated Jul 30, 2025Jul 30, 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•89•54•3•Updated Jul 30, 2025Jul 30, 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•30•11•0•Updated Jul 30, 2025Jul 30, 2025
arlbench
Public
HPO and Architecture Benchmarking for RL: Dynamically, Reactive and Efficient
rl hpo autorl
Python
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Other
•2•22•5•0•Updated Jul 30, 2025Jul 30, 2025
CARP-S
Public
A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.
Jupyter Notebook
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Other
•0•16•43•4•Updated Jul 29, 2025Jul 29, 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•213•31•4•Updated Jul 28, 2025Jul 28, 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
•237•1.2k•101•11•Updated Jul 24, 2025Jul 24, 2025
PFNs
Public
Our maintained PFN repository. Come here to train SOTA PFNs.
Jupyter Notebook
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Apache License 2.0
•17•95•1•0•Updated Jul 23, 2025Jul 23, 2025
AutoNNUnet
Public
Python
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Other
•2•8•0•0•Updated Jul 23, 2025Jul 23, 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 Jul 21, 2025Jul 21, 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
mighty_dr_example
Public
Example for using Mighty in a project
Jupyter Notebook
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Other
•0•0•0•0•Updated Jul 17, 2025Jul 17, 2025
mighty_project_template
Public template
Template repo for Mighty projects
Python
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Other
•0•0•0•0•Updated Jul 17, 2025Jul 17, 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
OneShotForecastingNAS
Public
Python
•1•1•1•0•Updated Jul 11, 2025Jul 11, 2025
ConfigurableOptimizer
Public
Repo for the Configurable Optimizer project, which aims at searching in the space of one-shot optimizers
Python
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Apache License 2.0
•1•9•34•3•Updated Jul 8, 2025Jul 8, 2025
autorl-org
Public
The AutoRL.org site
JavaScript
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Apache License 2.0
•1•3•0•0•Updated Jul 4, 2025Jul 4, 2025
hypersweeper
Public
Hydra sweeper integration of our favorite optimization packages, utilizing ask-and-tell interfaces.
Python
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Other
•5•12•8•0•Updated Jul 4, 2025Jul 4, 2025
OptBench
Public
Python
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Other
•1•0•0•0•Updated Jun 29, 2025Jun 29, 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•3•Updated Jun 26, 2025Jun 26, 2025
mo_mf_priors
Public
Python
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BSD 3-Clause "New" or "Revised" License
•0•1•0•0•Updated Jun 19, 2025Jun 19, 2025
CARL
Public
Benchmarking RL generalization in an interpretable way.
generalization reinforcement-learning
Python
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Apache License 2.0
•14•158•15•1•Updated Jun 17, 2025Jun 17, 2025
Revisiting_LR_Control
Public
Jupyter Notebook
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BSD 3-Clause "New" or "Revised" License
•0•0•0•0•Updated Jun 17, 2025Jun 17, 2025
mf-prior-bench
Public
A collection of multi-fidelity benchmarks with first class support for user priors
Python
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Apache License 2.0
•2•10•6•2•Updated Jun 6, 2025Jun 6, 2025
DeltaProduct
Public
DeltaProduct is a new linear recurrent neural network architecture that uses products of generalized Householder matrices as state-transition matrices enabling better expressivity, state-tracking, and language modeling performance than DeltaNet.
linear rnn languages regular mamba eigenvalues householder deltanet llm state-tracking
Python
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MIT License
•0•9•0•0•Updated Jun 6, 2025Jun 6, 2025
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 May 29, 2025May 29, 2025
hollm
Public
Hierarchical Optimization with Large Language Models
Python
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MIT License
•0•5•0•0•Updated May 28, 2025May 28, 2025
lmem-significance
Public
This package is used to analyse datasets of different HPO-algorithms performing on multiple benchmarks, using a Linear Mixed-Effects Model-based approach.
Jupyter Notebook
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MIT License
•0•2•0•0•Updated May 26, 2025May 26, 2025