AutoML-Freiburg-Hannover

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179 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•17•8•0•Updated Jun 25, 2025Jun 25, 2025
hypersweeper
Public
Hydra sweeper integration of our favorite optimization packages, utilizing ask-and-tell interfaces.
Python
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Other
•5•12•7•0•Updated Jun 25, 2025Jun 25, 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•1•Updated Jun 24, 2025Jun 24, 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•78•10•3•Updated Jun 24, 2025Jun 24, 2025
CARP-S
Public
A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.
Jupyter Notebook
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Other
•0•16•40•4•Updated Jun 20, 2025Jun 20, 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
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•9•Updated Jun 19, 2025Jun 19, 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•197•6•Updated Jun 18, 2025Jun 18, 2025
CARL
Public
Benchmarking RL generalization in an interpretable way.
generalization reinforcement-learning
Python
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Apache License 2.0
•13•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
•1•4•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•211•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•8•0•0•Updated Jun 6, 2025Jun 6, 2025
PFNs
Public
Our maintained PFN repository. Come here to train SOTA PFNs.
Jupyter Notebook
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Apache License 2.0
•15•92•7•0•Updated Jun 3, 2025Jun 3, 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•4•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
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•148•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•15•1•0•Updated May 17, 2025May 17, 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•3•Updated May 16, 2025May 16, 2025
ifBO
Public
In-context Bayesian Optimization
Python
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MIT License
•5•16•0•2•Updated May 1, 2025May 1, 2025
OptBench
Public
Python
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Other
•1•0•0•0•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
FOB
Public
Python
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Apache License 2.0
•7•10•1•1•Updated Apr 27, 2025Apr 27, 2025
DEHB
Public
Python
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Apache License 2.0
•16•81•11•2•Updated Apr 25, 2025Apr 25, 2025
AutomlCup2023
Public
Code for the AutoMLCup 2023
Python
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Apache License 2.0
•0•3•0•0•Updated Apr 24, 2025Apr 24, 2025
automated-sub-network-selection
Public
Official Repo for "Compressing Large Language Models with Automated Sub-Network Search"
Python
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Apache License 2.0
•2•4•1•0•Updated Apr 24, 2025Apr 24, 2025