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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 599 49

  2. puncc puncc Public

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

    Python 252 14

  3. deel-lip deel-lip Public

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

    Python 87 10

  4. LARD LARD Public

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

    Jupyter Notebook 80 7

  5. influenciae influenciae Public

    👋 Influenciae is a Tensorflow Toolbox for Influence Functions

    Python 54 3

  6. oodeel oodeel Public

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

    Python 49 2

Repositories

Showing 10 of 14 repositories
  • puncc Public

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

    deel-ai/puncc’s past year of commit activity
    Python 252 14 10 2 Updated Jul 4, 2024
  • xplique Public

    👋 Xplique is a Neural Networks Explainability Toolbox

    deel-ai/xplique’s past year of commit activity
    Python 599 49 9 (1 issue needs help) 1 Updated Jul 3, 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
  • 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 80 MIT 7 1 4 Updated Jun 27, 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 49 MIT 2 11 3 Updated Apr 29, 2024
  • influenciae Public

    👋 Influenciae is a Tensorflow Toolbox for Influence Functions

    deel-ai/influenciae’s past year of commit activity
    Python 54 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-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 87 MIT 10 3 4 Updated Feb 29, 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

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

    deel-ai/Craft’s past year of commit activity
    Jupyter Notebook 45 6 4 0 Updated Jul 20, 2023
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