AutoML-Freiburg-Hannover

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169 repositories

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 Dec 20, 2024Dec 20, 2024
tabpfn-client
Public
Python
•2•27•3•2•Updated Dec 20, 2024Dec 20, 2024
hypersweeper
Public
Hydra sweeper integration of our favorite optimization packages, utilizing ask-and-tell interfaces.
Python
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Other
•2•8•7•0•Updated Dec 20, 2024Dec 20, 2024
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
•13•63•37•12•Updated Dec 20, 2024Dec 20, 2024
CAAFE
Public
Semi-automatic feature engineering process using Language Models and your dataset descriptions. Based on the paper "LLMs for Semi-Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering" by Hollmann, Müller, and Hutter (2023).
feature-engineering tabpfn data-science machine-learning deep-learning automl
Python
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Other
•23•136•3•1•Updated Dec 20, 2024Dec 20, 2024
CARP-S
Public
A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.
Jupyter Notebook
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Other
•0•11•35•4•Updated Dec 20, 2024Dec 20, 2024
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
•229•1.1k•103•7•Updated Dec 19, 2024Dec 19, 2024
hposuite
Public
Python
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BSD 3-Clause "New" or "Revised" License
•0•2•0•0•Updated Dec 19, 2024Dec 19, 2024
quicktunetool
Public
A framework for QuickTune
Python
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BSD 3-Clause "New" or "Revised" License
•5•12•0•0•Updated Dec 18, 2024Dec 18, 2024
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 Dec 17, 2024Dec 17, 2024
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
•11•73•46•0•Updated Dec 16, 2024Dec 16, 2024
llms_feature_engineering_bias
Public
LLMs Feature Engineering Bias [UNDER CONSTRUCTION]
machine-learning tabular-data feature-engineering llm
Python
•1•4•0•0•Updated Dec 14, 2024Dec 14, 2024
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.
0•5•0•0•Updated Dec 9, 2024Dec 9, 2024
HW-GPT-Bench
Public
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models
Python
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Apache License 2.0
•3•18•5•0•Updated Dec 6, 2024Dec 6, 2024
autorl-org
Public
The AutoRL.org site
Ruby
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Apache License 2.0
•0•2•0•0•Updated Dec 5, 2024Dec 5, 2024
dmlr-iclr24-datasets-for-benchmarking
Public
Code and results accompanying the DMLR@ICLR'24 paper "Towards Quantifying the Effect of Datasets for Benchmarking: A Look at Tabular Machine Learning"
Jupyter Notebook
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Apache License 2.0
•0•0•0•0•Updated Dec 4, 2024Dec 4, 2024
unlocking_state_tracking
Public
Python
•0•8•0•0•Updated Dec 1, 2024Dec 1, 2024
LCBench
Public
A learning curve benchmark on OpenML data
Jupyter Notebook
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Apache License 2.0
•9•30•3•0•Updated Nov 29, 2024Nov 29, 2024
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•7.7k•195•7•Updated Nov 29, 2024Nov 29, 2024
OneShotForecastingNAS
Public
Python
•1•1•0•0•Updated Nov 29, 2024Nov 29, 2024
hpoglue
Public
HPO tool with a modular API that allows for the easy interfacing of a new Optimizer and a new Benchmark
Python
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BSD 3-Clause "New" or "Revised" License
•0•3•0•0•Updated Nov 28, 2024Nov 28, 2024
FOB
Public
Python
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Apache License 2.0
•4•8•1•1•Updated Nov 28, 2024Nov 28, 2024
scaling-cbs-under-mup
Public
Python
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MIT License
•0•0•0•0•Updated Nov 28, 2024Nov 28, 2024
arlbench
Public
HPO and Architecture Benchmarking for RL: Dynamically, Reactive and Efficient
rl hpo autorl
Python
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Other
•0•17•5•0•Updated Nov 26, 2024Nov 26, 2024
ifBO
Public
In-context Bayesian Optimization
Python
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MIT License
•2•15•0•1•Updated Nov 25, 2024Nov 25, 2024
CPR
Public
Constraint Parameter Regularization
Python
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Apache License 2.0
•2•3•0•0•Updated Nov 22, 2024Nov 22, 2024
tabpfn_common_utils
Public
Python
•1•0•0•0•Updated Nov 22, 2024Nov 22, 2024
ConfigSpace
Public
Domain specific language for configuration spaces in Python. Useful for hyperparameter optimization and algorithm configuration.
Python
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Other
•95•206•27•3•Updated Nov 21, 2024Nov 21, 2024
PFNs
Public
Our maintained PFN repository. Come here to train SOTA PFNs.
Jupyter Notebook
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Apache License 2.0
•10•54•3•0•Updated Nov 20, 2024Nov 20, 2024
NASLib
Public
NASLib is a Neural Architecture Search (NAS) library for facilitating NAS research for the community by providing interfaces to several state-of-the-art NAS search spaces and optimizers.
nas neural-architecture-search automl
Python
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Apache License 2.0
•118•533•27•8•Updated Nov 11, 2024Nov 11, 2024