ML Nuremberg

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16 repositories

DeepPipe
Public
[KDD 2023] Deep Pipeline Embeddings for AutoML
machine-learning deep-learning automl meta-learning pipeline-optimization deep-learning-pipelines transfer-hpo
Python
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BSD 3-Clause "New" or "Revised" License
•2•15•0•0•Updated Nov 11, 2024Nov 11, 2024
NeuralEnsemblers
Public
Jupyter Notebook
•0•0•0•0•Updated Oct 6, 2024Oct 6, 2024
HPO-B
Public
[NeurIPS DBT 2021] HPO-B
benchmark hyperparameter-optimization state-of-the-art machine-learning
Python
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MIT License
•8•27•1•0•Updated Jul 26, 2024Jul 26, 2024
Pipeline-Bench
Public
Python
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MIT License
•0•0•0•0•Updated Jul 22, 2024Jul 22, 2024
QuickTune
Public
[ICLR2024] Quick-Tune: Quickly Learning Which Pretrained Model to Finetune and How
deep-learning optimization pretrained-models hyperparameter-tuning finetuning model-hub
Python
•5•29•0•0•Updated Jun 11, 2024Jun 11, 2024
HPO-RL-Bench
Public
Python
•0•5•4•0•Updated Apr 11, 2024Apr 11, 2024
DeepRankingEnsembles
Public
[ICLR 2023] Deep Ranking Ensembles for Hyperparameter Optimization
deep-learning hyperparameter-optimization transfer-learning bayesian-optimization meta-learning ranking-loss deep-ensemble transfer-hpo
Python
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MIT License
•1•13•0•1•Updated Mar 26, 2024Mar 26, 2024
Revisiting-MLPs
Public
Python
•1•10•0•0•Updated Feb 16, 2024Feb 16, 2024
DPL
Public
[NeurIPS 2023] Multi-fidelity hyperparameter optimization with deep power laws that achieves state-of-the-art results across diverse benchmarks.
benchmark machine-learning natural-language-processing computer-vision deep-learning tabular-data transformer hyperparameter-optimization mlp hyperparameter-tuning
Python
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Apache License 2.0
•3•13•1•0•Updated Nov 12, 2023Nov 12, 2023
HPO4DL
Public
Python
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Apache License 2.0
•0•2•0•0•Updated Oct 17, 2023Oct 17, 2023
releaunifreiburg.github.io
Public
Ruby
•0•0•0•0•Updated Oct 6, 2023Oct 6, 2023
DyHPO
Public
[NeurIPS 2022] Supervising the Multi-Fidelity Race of Hyperparameter Configurations
deep-learning neural-networks hyperparameter-optimization convolutional-neural-networks gaussian-processes multi-armed-bandits hpo state-of-the-art deep-kernel-learning multi-fidelity
Python
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Apache License 2.0
•1•10•0•0•Updated Apr 25, 2023Apr 25, 2023
WellTunedSimpleNets
Public
[NeurIPS 2021] Well-tuned Simple Nets Excel on Tabular Datasets
tabular-data hyperparameter-optimization feedforward-neural-network regularization hpo automl state-of-the-art neurips-2021 deep-learning
Python
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Apache License 2.0
•14•79•2•1•Updated Feb 28, 2023Feb 28, 2023
RCGP
Public
Python
•0•3•0•0•Updated Nov 28, 2022Nov 28, 2022
AutoRL-Bench
Public
Python
•5•6•3•0•Updated Nov 22, 2022Nov 22, 2022
FSBO
Public
[ICLR 2021] Few Shot Bayesian Optimization
Python
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BSD 3-Clause "New" or "Revised" License
•4•17•0•0•Updated Oct 17, 2022Oct 17, 2022