Cours de droit du tronc commun de deuxième année : droit des contrats, droit du travail, responsabilité pénale, et. responsabilités civiles.

Ce cours donne l'occasion à des étudiants de première année de DUT de construire une réflexion sur leur orientation.

Cours d'Informatique Théorique en M2 AMI2B :

- Théorie des Langages

- Théorie des Graphes

Master 2 AI (2020-2021).

Recently, generative models have (again) become a hot topic in machine learning thanks to recent advances in deep learning. One of the benefit of these models is their ability to generate new data, see for example:

• face generation: https://thispersondoesnotexist.com/
• word generation: https://thisworddoesnotexist.com/

Moreover, they can be used for semi-supervised learning, feature extraction via latent variables, …

In this course, we will first review the theoretical background required to understand modern generative models:

• Probabilities,
• Latent variables models,
• Expectation Maximization algorithm,
• Change of variable theorem,
• Neural parameterization of probability distributions.

Based on this, we will study modern generative models based on neural networks:

• Variational Auto-Encoders (VAEs),
• Generative Adversarial Networks (GANs),
• Flow models,
• Energy networks.

Compréhension et expression en anglais pour groupe 2.

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