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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 616 50

  2. puncc puncc Public

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

    Python 268 15

  3. deel-lip deel-lip Public

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

    Python 86 10

  4. LARD LARD Public

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

    Jupyter Notebook 83 7

  5. influenciae influenciae Public

    đź‘‹ Influenciae is a Tensorflow Toolbox for Influence Functions

    Python 55 3

  6. oodeel oodeel Public

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

    Python 51 2

Repositories

Showing 10 of 14 repositories
  • xplique Public

    đź‘‹ Xplique is a Neural Networks Explainability Toolbox

    deel-ai/xplique’s past year of commit activity
    Python 616 50 9 (1 issue needs help) 2 Updated Sep 6, 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 86 MIT 10 3 4 Updated Sep 6, 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 268 15 10 2 Updated Sep 4, 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 83 MIT 7 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 51 MIT 2 13 3 Updated Aug 30, 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 22 MIT 2 2 1 Updated Jul 2, 2024
  • influenciae Public

    đź‘‹ Influenciae is a Tensorflow Toolbox for Influence Functions

    deel-ai/influenciae’s past year of commit activity
    Python 55 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 5 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
  • Craft Public

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

    deel-ai/Craft’s past year of commit activity
    Jupyter Notebook 46 6 4 0 Updated Jul 20, 2023
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