AutoML-Freiburg-Hannover

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180 repositories

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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Apache License 2.0
•0•19•14•1•Updated Jul 12, 2025Jul 12, 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
•17•77•10•3•Updated Jul 11, 2025Jul 11, 2025
OneShotForecastingNAS
Public
Python
•1•1•1•0•Updated Jul 11, 2025Jul 11, 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•88•54•0•Updated Jul 11, 2025Jul 11, 2025
PFNs
Public
Our maintained PFN repository. Come here to train SOTA PFNs.
Jupyter Notebook
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Apache License 2.0
•16•94•1•0•Updated Jul 10, 2025Jul 10, 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
•0•6•33•2•Updated Jul 8, 2025Jul 8, 2025
arlbench
Public
HPO and Architecture Benchmarking for RL: Dynamically, Reactive and Efficient
rl hpo autorl
Python
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Other
•2•22•7•1•Updated Jul 7, 2025Jul 7, 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
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•100•9•Updated Jul 2, 2025Jul 2, 2025
CARP-S
Public
A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.
Jupyter Notebook
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Other
•0•16•41•4•Updated Jul 2, 2025Jul 2, 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
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 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•157•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
AutoNNUnet
Public
Python
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Other
•2•6•0•0•Updated Jun 17, 2025Jun 17, 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•212•31•4•Updated Jun 13, 2025Jun 13, 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
neps_tutorial_DL2024
Public
NePS wrapper code specific to DL2024 tutorial
Python
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MIT License
•0•1•0•0•Updated May 22, 2025May 22, 2025
DynaBO
Public
Python
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Other
•0•0•3•0•Updated May 22, 2025May 22, 2025
HPOBench
Public
Collection of hyperparameter optimization benchmark problems
benchmarking benchmark hyperparameter-optimization bayesian-optimization containerized-benchmarks
Python
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Apache License 2.0
•36•149•20•14•Updated May 21, 2025May 21, 2025
Drift-Resilient_TabPFN
Public
Drift-Resilient TabPFN is a method using In-Context Learning via a Prior-Data Fitted Network, to address temporal distribution shifts in tabular data, outperforming existing methods in terms of performance and calibration.
Python
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Other
•0•16•0•0•Updated May 17, 2025May 17, 2025
ifBO
Public
In-context Bayesian Optimization
Python
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MIT License
•5•16•0•2•Updated May 1, 2025May 1, 2025
CARP-S-example-optimizer
Public
Python
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Other
•0•0•0•0•Updated May 1, 2025May 1, 2025