AutoML-Freiburg-Hannover

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172 repositories

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•0•Updated Feb 28, 2025Feb 28, 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 Feb 28, 2025Feb 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
•232•1.1k•101•8•Updated Feb 28, 2025Feb 28, 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
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 Feb 26, 2025Feb 26, 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•28•0•0•Updated Feb 26, 2025Feb 26, 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 Feb 26, 2025Feb 26, 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 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
arlbench
Public
HPO and Architecture Benchmarking for RL: Dynamically, Reactive and Efficient
rl hpo autorl
Python
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Other
•1•20•7•0•Updated Feb 24, 2025Feb 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
•16•71•37•2•Updated Feb 24, 2025Feb 24, 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•83•47•0•Updated Feb 21, 2025Feb 21, 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
CARL
Public
Benchmarking RL generalization in an interpretable way.
generalization reinforcement-learning
Python
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Apache License 2.0
•13•144•9•3•Updated Feb 9, 2025Feb 9, 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•62•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•2•0•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
tabpfn_common_utils
Public
Python
•1•0•0•0•Updated Jan 13, 2025Jan 13, 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•13•0•0•Updated Jan 9, 2025Jan 9, 2025