aivancity Paris-Cachan

Responsible deployment of deep learning

Déploiement responsable du deep learning


This module is the third and final part of the "Neuron Networks and Deep Learning" certificate. The objective is to deploy a responsible solution based on deep learning, focusing on interpretability and social and ethical implications.



This course will give you :

  • An understanding of deep neural networks
  • Concrete experience with the deployment and hosting of an AI model
  • The tools to design responsible deep learning solutions that meet social and ethical challenges.



  • icone équipe

    Day 1: Interpretability of artificial neural networks

    How to understand and explain what happens in an artificial neural network? Modeling in the form of a “black box”.

    The main concepts covered in this module are: interpretability, action plan and policy of a model, and the Python SHAP and LIME libraries.

  • icone équipe

    Day 2: Deployment of a deep learning model

    Concrete example of the deployment of a deep learning and focus model on a few specialized frameworks.

    The main concepts covered in this module are: deployment, data science workload and Strealit and FastAPI frameworks.

  • icone équipe

    Day 3: Responsible deployment of a deep learning model

    Focus on the interpretability of a model and consideration of the social and ethical implications of deep learning.

    The main concepts covered in this module are: deep learning models, interpretability, deployment.




Emmanuel R. Goffi

Expertise : AI Ethics

Associate Professor of AI Ethics and Director of International Relations | Director of the Ethics & IA Observatory - Sapiens Institute

See his profile


Virginie Mathivet

Expertise : AI & Deep learning

Expert AI & Deep learning teacher | Director of R&D, Corporate Teamwork

See her profile

Responsible deployment of deep learning


  • access

    PrerequisitesPrevious knowledge in data science and machine learning.

  • diplome

    Location Cachan

  • calendrier

    Duration of the training 4 days

  • calendrier

    DatesJune 10, 11, 24 and 25, 2022

  • calendrier

    Price€ 1950 excluding VAT