AutoML-Freiburg-Hannover

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172 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•1•0•Updated Mar 11, 2025Mar 11, 2025
CARP-S
Public
A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.
Jupyter Notebook
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Other
•0•11•36•3•Updated Mar 11, 2025Mar 11, 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
•16•71•38•1•Updated Mar 11, 2025Mar 11, 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•8•5•2•Updated Mar 11, 2025Mar 11, 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•2•1•1•Updated Mar 10, 2025Mar 10, 2025
arlbench
Public
HPO and Architecture Benchmarking for RL: Dynamically, Reactive and Efficient
rl hpo autorl
Python
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Other
•1•21•7•0•Updated Mar 10, 2025Mar 10, 2025
CARL
Public
Benchmarking RL generalization in an interpretable way.
generalization reinforcement-learning
Python
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Apache License 2.0
•13•146•13•1•Updated Mar 10, 2025Mar 10, 2025
hypersweeper
Public
Hydra sweeper integration of our favorite optimization packages, utilizing ask-and-tell interfaces.
Python
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Other
•4•11•9•2•Updated Mar 7, 2025Mar 7, 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
•12•84•47•0•Updated Mar 6, 2025Mar 6, 2025
tabpfn_common_utils
Public
Python
•1•0•0•0•Updated Mar 6, 2025Mar 6, 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
•233•1.1k•103•7•Updated Mar 5, 2025Mar 5, 2025
KinPFN
Public
Bayesian Approximation of RNA Folding Kinetics using Prior-Data Fitted Networks
Jupyter Notebook
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Apache License 2.0
•0•1•0•0•Updated Feb 27, 2025Feb 27, 2025
CVPR24-MedSAM-on-Laptop
Public
Data-aware Fine-Tuning (DAFT) Code related to the CPVR24 Competition for Image Segmentation on a Laptop.
Python
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BSD 3-Clause "New" or "Revised" License
•6•29•0•0•Updated Feb 26, 2025Feb 26, 2025
scaling-cbs-under-mup
Public
Python
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MIT License
•0•0•0•0•Updated Feb 25, 2025Feb 25, 2025
FOB
Public
Python
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Apache License 2.0
•5•9•1•1•Updated Feb 15, 2025Feb 15, 2025
interactive-mo-ml
Public
Interactive Hyperparameter Optimization in Multi-Objective Problems via Preference Learning
machine-learning ai ml artificial-intelligence multi-objective-optimization automl multiobjective-optimization automated-machine-learning
Python
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Apache License 2.0
•1•1•0•0•Updated Feb 13, 2025Feb 13, 2025
instance-dac
Public
Jupyter Notebook
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Apache License 2.0
•0•1•0•1•Updated Feb 13, 2025Feb 13, 2025
autorl-org
Public
The AutoRL.org site
HTML
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Apache License 2.0
•1•3•0•0•Updated Feb 13, 2025Feb 13, 2025
fanova
Public
Functional ANOVA
Python
•55•122•19•1•Updated Feb 11, 2025Feb 11, 2025
GoLU
Public
GoLU, a novel, self-gated and element-wise activation function that performs well over a diverse set of tasks
Python
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MIT License
•1•2•0•0•Updated Feb 6, 2025Feb 6, 2025
PFNs
Public
Our maintained PFN repository. Come here to train SOTA PFNs.
Jupyter Notebook
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Apache License 2.0
•12•65•4•0•Updated Feb 6, 2025Feb 6, 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•3•1•0•Updated Feb 6, 2025Feb 6, 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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Apache License 2.0
•0•17•18•0•Updated Feb 4, 2025Feb 4, 2025
GrowNN
Public
Jupyter Notebook
•0•1•0•0•Updated Jan 30, 2025Jan 30, 2025
position_rl_still_doesnt_matter
Public
Jupyter Notebook
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BSD 3-Clause "New" or "Revised" License
•0•0•0•0•Updated Jan 30, 2025Jan 30, 2025
hvp
Public
Beyond Random Augmentations: Pretraining with Hard Views (ICLR 2025)
Python
•0•0•0•0•Updated Jan 28, 2025Jan 28, 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•7.8k•196•8•Updated Jan 22, 2025Jan 22, 2025
ifBO
Public
In-context Bayesian Optimization
Python
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MIT License
•2•15•0•1•Updated Jan 16, 2025Jan 16, 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•28•0•3•Updated Jan 10, 2025Jan 10, 2025
quicktunetool
Public
A framework for QuickTune
Python
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BSD 3-Clause "New" or "Revised" License
•6•14•1•0•Updated Jan 9, 2025Jan 9, 2025