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DEEL

Dependable, Certifiable & Explainable Artificial Intelligence for Critical Systems

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  1. xplique xplique Public

    đź‘‹ Xplique is a Neural Networks Explainability Toolbox

    Python 644 52

  2. puncc puncc Public

    đź‘‹ Puncc is a python library for predictive uncertainty quantification using conformal prediction.

    Python 298 15

  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 85 8

  5. influenciae influenciae Public

    đź‘‹ Influenciae is a Tensorflow Toolbox for Influence Functions

    Python 56 3

  6. Craft Craft Public

    đź‘‹ Code for : "CRAFT: Concept Recursive Activation FacTorization for Explainability" (CVPR 2023)

    Jupyter Notebook 56 6

Repositories

Showing 10 of 15 repositories
  • 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 3 0 0 0 Updated Nov 15, 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
  • puncc Public

    đź‘‹ Puncc is a python library for predictive uncertainty quantification using conformal prediction.

    deel-ai/puncc’s past year of commit activity
    Python 298 15 6 0 Updated Nov 5, 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 3 5 Updated Oct 19, 2024
  • xplique Public

    đź‘‹ Xplique is a Neural Networks Explainability Toolbox

    deel-ai/xplique’s past year of commit activity
    Python 644 52 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 85 MIT 8 1 2 Updated Aug 30, 2024
  • 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 Aug 30, 2024
  • influenciae Public

    đź‘‹ 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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