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DEEL

Dependable, Certifiable & Explainable Artificial Intelligence for Critical Systems

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  1. xplique xplique Public

    👋 Xplique is a Neural Networks Explainability Toolbox

    Python 648 53

  2. puncc puncc Public

    👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

    Python 302 16

  3. deel-lip deel-lip Public

    Build and train Lipschitz constrained networks: TensorFlow implementation of k-Lipschitz layers

    Python 89 10

  4. LARD LARD Public

    A runway dataset and a generator of synthetic aerial images with automatic labeling.

    Jupyter Notebook 87 8

  5. Craft Craft Public

    👋 Code for : "CRAFT: Concept Recursive Activation FacTorization for Explainability" (CVPR 2023)

    Jupyter Notebook 57 6

  6. influenciae influenciae Public

    👋 Influenciae is a Tensorflow Toolbox for Influence Functions

    Python 56 3

Repositories

Showing 10 of 15 repositories
  • oodeel Public

    Simple, compact, and hackable post-hoc deep OOD detection for already trained tensorflow or pytorch image classifiers.

    deel-ai/oodeel’s past year of commit activity
    Python 52 MIT 2 13 3 Updated Nov 18, 2024
  • uq-masterclass Public

    This repository contains the notebooks and related materials for the master class "Uncertainty Quantification".

    deel-ai/uq-masterclass’s past year of commit activity
    Jupyter Notebook 4 0 0 0 Updated Nov 18, 2024
  • puncc Public

    👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

    deel-ai/puncc’s past year of commit activity
    Python 302 16 6 0 Updated Nov 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

    deel-ai/deel-torchlip’s past year of commit activity
    Python 27 MIT 2 2 1 Updated Nov 13, 2024
  • deel-lip Public

    Build and train Lipschitz constrained networks: TensorFlow implementation of k-Lipschitz layers

    deel-ai/deel-lip’s past year of commit activity
    Python 89 MIT 10 4 5 Updated Oct 19, 2024
  • xplique Public

    👋 Xplique is a Neural Networks Explainability Toolbox

    deel-ai/xplique’s past year of commit activity
    Python 648 53 7 (1 issue needs help) 2 Updated Oct 8, 2024
  • LARD Public

    A runway dataset and a generator of synthetic aerial images with automatic labeling.

    deel-ai/LARD’s past year of commit activity
    Jupyter Notebook 87 MIT 8 1 2 Updated Aug 30, 2024
  • influenciae Public

    👋 Influenciae is a Tensorflow Toolbox for Influence Functions

    deel-ai/influenciae’s past year of commit activity
    Python 56 3 8 0 Updated Apr 18, 2024
  • lipdp Public

    Lipdp leverages Lipchitz constraints to train differentially private networks without clipping.

    deel-ai/lipdp’s past year of commit activity
    Jupyter Notebook 6 MIT 0 0 0 Updated Mar 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.

    deel-ai/deel-with-augmentation’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Jan 31, 2024
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