This is a talk presented at OL2A: « International Conference on Optimization, Learning Algorithms and Applications 2023 », September, 27 – 29, 2023, Ponta Delgada (Portugal) 
Talk materials: 
the slides of the presentation.
Conferences
« Diversity in deep generative models and generative AI », LOD 2023 conference
This is a talk presented at
Talk materials: the slides of the presentation.
IA générative et société, M1 gestion, Université Paris Dauphine – PSL, sept 2023
Conférence « IA générative et société », tenue le 21 sept 2023 devant la promo de M1 2023/24, Université Paris – Dauphine PSL, coordinatrice Aurore HAAS.
DOCUMENT PRINCIPAL : les slides en pdf, suivre le lien.
Autres documents :
« Reduced representation of non-linear manifolds », at « The Tenth Congress of the Romanian Mathematicians », Pitesti, June 30th- July 5th, 2023
Invited joint talk « Reduced representations of non linear manifolds: from reduced basis to (conditional) vector quantization of measures » at the Tenth Congress’s of the Romanian Mathematiciens held in Pitesti, Romania, June 30 to July 5th 2023
Conférence Medscif: « ChatGPT, l’IA ou la société en mutation »
Intervention à la conférence :slides
Machine learning and finance at « 4th J.P. Morgan Global Machine Learning Conference », Paris, Nov. 29, 2022
Invited joint talk « A few key issues in Finance that Machine Learning is Helping Solve » with Pierre Brugiere presented at the 4th JP Morgan Global Machine Learning conference held in Paris, Nov 29 2022
Talk materials: slides ,link to the associated paper.
Round table at the Dauphine Digital Days
Intervention at the round table « Tools, issues and current practice in media boards » at the Dauphine Digital Days held Nov 21-23 2022 at the Université Paris Dauphine – PSL, Paris, France.
Executive summary: software in general and IA is used in many repetitive tasks in media (grammar correction, translation, data search, paper writing when the format is known as ‘trading day report’ or ‘election report’. But same techniques can also be used for more creative tasks, cf. craiyon,(try with « windy day in Paris »), singer, Midjourney gallery (paper on a prize won).
This opens the way to « deep fake » creation ex. youtube deepfake, which is the creation of objects that are fake but that pretend to be true. Deep fakes can and have been used to do harm and we cannot ignore it. Note that fake objects can still impact the real world (rumors can affect people and even the stock market and bansk, etc). But how to distinguish a ‘real’ object from a ‘fake’ one ? Difficult task and not sure the technology can solve it entirely. Some regulation is necessary, see our deep fakes repport. But ultimately this is within our hands and as always can be tacked with a ounce of good will.
Conference badge 🙂 
« Adaptive high order stochastic descent algorithms » at the NANMAT 2022 conference
This is a talk presented at the Numerical Analysis, Numerical Modeling, Approximation Theory (NA-NM-AT 2022) conference, Cluj-Napoca, Romania, Oct 26-28 2022 
Talk materials: the slides of the presentation.
Abstract: motivated by statistical learning applications, the stochastic descent optimization algorithms are widely used today to tackle difficult numerical problems. One of the most known among them, the Stochastic Gradient Descent (SGD), has been extended in various ways resulting in Adam, Nesterov, momentum, etc. After a brief introduction to this framework, we introduce in this talk a new approach, called SGD-G2, which is a high order Runge-Kutta stochastic descent algorithm; the procedure allows for step adaptation in order to strike a optimal balance between convergence speed and stability. Numerical tests on standard datasets in machine learning are also presented together with further theoretical extensions.
« Algorithms that get old : the case of generative deep neural networks », LOD 2022 conference
Workshop on « Models, Human Behaviour and Infectious Diseases », Institut Pasteur, Paris, May 23rd 2022
Workshop on « Models, Human Behaviour and Infectious Diseases » of the Coordinated Action on Modelling of Infectious Diseases, Institut Pasteur, Paris May 23rd, 2022