AutoML-Freiburg-Hannover

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167 repositories

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•61•37•8•Updated Nov 23, 2024Nov 23, 2024
CPR
Public
Constraint Parameter Regularization
Python
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Apache License 2.0
•2•1•0•0•Updated Nov 22, 2024Nov 22, 2024
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
•6•28•0•3•Updated Nov 22, 2024Nov 22, 2024
tabpfn-client
Public
Python
•2•24•2•5•Updated Nov 22, 2024Nov 22, 2024
tabpfn_common_utils
Public
Python
•1•0•0•0•Updated Nov 22, 2024Nov 22, 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
•225•1.1k•101•6•Updated Nov 22, 2024Nov 22, 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 22, 2024Nov 22, 2024
FOB
Public
Python
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Apache License 2.0
•2•6•0•1•Updated Nov 21, 2024Nov 21, 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•204•26•3•Updated Nov 21, 2024Nov 21, 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•2•0•0•Updated Nov 21, 2024Nov 21, 2024
hposuite
Public
Python
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BSD 3-Clause "New" or "Revised" License
•0•1•0•0•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•51•3•0•Updated Nov 20, 2024Nov 20, 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•7.6k•194•5•Updated Nov 15, 2024Nov 15, 2024
CARP-S
Public
A Framework for Comparing N Hyperparameter Optimizers on M Benchmarks.
Jupyter Notebook
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Other
•0•8•34•3•Updated Nov 14, 2024Nov 14, 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
•117•528•27•8•Updated Nov 11, 2024Nov 11, 2024
quicktunetool
Public
A framework for QuickTune
Python
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BSD 3-Clause "New" or "Revised" License
•5•12•0•0•Updated Nov 6, 2024Nov 6, 2024
autorl-org
Public
The AutoRL.org site
Ruby
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Apache License 2.0
•0•2•0•0•Updated Nov 5, 2024Nov 5, 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•72•44•0•Updated Nov 4, 2024Nov 4, 2024
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 Nov 1, 2024Nov 1, 2024
HW-GPT-Bench
Public
HW-GPT-Bench: Hardware-Aware Architecture Benchmark for Language Models
Python
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Apache License 2.0
•2•13•11•0•Updated Nov 1, 2024Nov 1, 2024
amltk
Public
A build-it-yourself AutoML Framework
Python
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BSD 3-Clause "New" or "Revised" License
•6•68•31•3•Updated Oct 31, 2024Oct 31, 2024
oswm
Public
One-shot World Models Using a Transformer Trained on a Synthetic Prior
Python
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Apache License 2.0
•0•0•0•0•Updated Oct 25, 2024Oct 25, 2024
TransformersCanDoBayesianInference
Public
Official Implementation of "Transformers Can Do Bayesian Inference", the PFN paper
Python
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Apache License 2.0
•25•187•1•0•Updated Oct 24, 2024Oct 24, 2024
llms_feature_engineering_bias
Public
LLMs Feature Engineering Bias [UNDER CONSTRUCTION]
machine-learning tabular-data feature-engineering llm
0•2•0•0•Updated Oct 24, 2024Oct 24, 2024
TabPFN
Public
Official implementation of the TabPFN paper (https://arxiv.org/abs/2207.01848) and the tabpfn package.
Python
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Apache License 2.0
•112•1.2k•14•1•Updated Oct 23, 2024Oct 23, 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•2•0•0•Updated Oct 23, 2024Oct 23, 2024
ifBO
Public
In-context Bayesian Optimization
Python
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MIT License
•2•14•0•1•Updated Oct 22, 2024Oct 22, 2024
autorl_tutorial
Public
Python
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BSD 3-Clause "New" or "Revised" License
•0•1•0•0•Updated Oct 17, 2024Oct 17, 2024
lcpfn
Public
Jupyter Notebook
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MIT License
•1•12•0•0•Updated Oct 15, 2024Oct 15, 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•1•Updated Oct 11, 2024Oct 11, 2024