DEEL

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15 repositories

oodeel
Public
Simple, compact, and hackable post-hoc deep OOD detection for already trained tensorflow or pytorch image classifiers.
deep-neural-networks tensorflow robustness out-of-distribution-detection post-hoc-analysis pytorch
Python
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MIT License
•2•52•13•3•Updated Nov 18, 2024Nov 18, 2024
uq-masterclass
Public
This repository contains the notebooks and related materials for the master class "Uncertainty Quantification".
uncertainty-quantification conformal-prediction conformal-inference
Jupyter Notebook
•0•4•0•0•Updated Nov 18, 2024Nov 18, 2024
puncc
Public
👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.
uncertainty-quantification uncertainty-estimation conformal-prediction conformal-regressors conformal-inference
Python
•16•302•6•0•Updated Nov 17, 2024Nov 17, 2024
deel-torchlip
Public
Build and train Lipschitz-constrained networks: PyTorch implementation of 1-Lipschitz layers. For TensorFlow/Keras implementation, see https://github.com/deel-ai/deel-lip
robustness lipschitz-network pytorch
Python
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MIT License
•2•27•2•1•Updated Nov 13, 2024Nov 13, 2024
deel-lip
Public
Build and train Lipschitz constrained networks: TensorFlow implementation of k-Lipschitz layers
tensorflow keras keras-tensorflow spectral-normalization lipschitz-functions tensorflow2 wasserstein-distance-estimation lipschitz-regularization lipschitz
Python
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MIT License
•10•89•4•5•Updated Oct 19, 2024Oct 19, 2024
xplique
Public
👋 Xplique is a Neural Networks Explainability Toolbox
interpretability explainable-ai explainable-ml xai
Python
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Other
•53•648•7•2•Updated Oct 8, 2024Oct 8, 2024
LARD
Public
A runway dataset and a generator of synthetic aerial images with automatic labeling.
Jupyter Notebook
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MIT License
•8•87•1•2•Updated Aug 30, 2024Aug 30, 2024
influenciae
Public
👋 Influenciae is a Tensorflow Toolbox for Influence Functions
outlier-detection explainable-ai influence-functions fairness-ai explainability misclassification
Python
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Other
•3•56•8•0•Updated Apr 18, 2024Apr 18, 2024
lipdp
Public
Lipdp leverages Lipchitz constraints to train differentially private networks without clipping.
Jupyter Notebook
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MIT License
•0•6•0•0•Updated Mar 20, 2024Mar 20, 2024
deel-with-augmentation
Public
This repository contains the work of Vuong Nguyen that was conducted during his apprenticeship with the DEEL team. Namely, Vuong conducted several experiments to challenge generative data augmentation techniques from a Fairness perspective. He worked under the supervision of Lucas Hervier and Agustin Picard.
Jupyter Notebook
•0•0•0•0•Updated Jan 31, 2024Jan 31, 2024
Craft
Public
👋 Code for : "CRAFT: Concept Recursive Activation FacTorization for Explainability" (CVPR 2023)
Jupyter Notebook
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Other
•6•57•5•0•Updated Jul 20, 2023Jul 20, 2023
FairSense
Public
This library allow to compute global sensitivity indices in the context of fairness measurements.
Python
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MIT License
•0•9•0•0•Updated Mar 29, 2023Mar 29, 2023
deel_dataset_manager
Public
Python
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MIT License
•1•4•0•1•Updated Oct 26, 2022Oct 26, 2022
relu-prime
Public
Jupyter Notebook
•1•2•0•0•Updated Jan 24, 2022Jan 24, 2022
hijacking-acas
Public
Experiment results for the ERTS2022 article
0•4•0•0•Updated Oct 1, 2021Oct 1, 2021