Paul Dubois

Talks

Info@Lèze "Intelligences Artificielles Génératives" January 2024

Dive into the world of generative AI! Join your humble scientific servant as he demystifies for you the magic behind artificial intelligences creating images (Dall-E / Mid-Journey), text (e.g. ChatGPT), or even music (Music-LM). This presentation is suitable for artists, writers and curious minds, offering an insight into the possibilities and limits of AI algorithms.
[This talk was in French.]

Christmas Day, MICS, CentraleSupélec "Do you understand where your models live?" December 2023

A (chill) presentation on wierd things happening in high dimension, and their consequences on our models.

βiomathematics Team, MICS, CentraleSupélec Weekly Seminar December 2023

Weekly seminar on my research presented as an abstract to ESTRO 2024.

Info@Lèze "Intelligences Artificielles: Mythes & Réalités" July 2023

ChatGPT, AlphaGo, MidJourney/DALL-E, or the recommendation algorithms of Netflix / YouTube / Amazon... AI seems to have infiltrated our society's daily life. However, AI remains a poorly understood field, reserved for a few experts. The goal of this scientific evening, open to all, is to demystify what we broadly refer to as "Artificial Intelligence". We will discuss image processing, text analysis, and the inner workings of machine learning and deep learning; in a setting relaxed, accessible to all, and guaranteed without jargon! These are the techniques behind the rapid advancements in AI in recent years, and it's only the beginning.
[This talk was in French.]

MICS Lab Yearly Party "Automatic Dose Optimization for Radiotherapy" June 2023

A small presentation of my PhD project to the MICS lab. The slides will be used both for the MICS lunch seminar series (for which I present on the 13th of June 2023), and for the MICS lab summer party presentation (22nd of June 2023).

MICS, CentraleSupélec Mid-PhD Defense June 2023

Presentation of my PhD project so far.

Scientific Day, ISEP "Automatic Dose Optimization for Radiotherapy" June 2023

Presentation of my PhD project: How to optimize the dose for radiotherapy treatments automatically.

Panic Night, ISEP "Solving Nim's Game: Genetic Algorithm Approach" January 2023

First, we introduce the basics of genetics: cells, chromosomes, DNA, and ways that cells have to reproduce them-self. We give a particular attention to the sexual reproduction, since we will mimic this behavior in our genetic algorithm.
The second (and main) part of the workshop is happening on a Jupyter notebook. The students are first asked to implement Nim's game as well as a couple of naive strategies. Then, we implement together the simulation of a population playing this game. We select the individuals and make them evolve towards a better strategy. Finally, we compare the solution found with natural evolution with the mathematically optimal strategy, and conclude.
[This talk was in French.]

Popular Science Talk, Info@Lèze "Comment envoyer un secret avec un haut-parleur?" September 2022

A talk for non-mathematicians. We answer the question of how to send a message securely without a secured connexion. The talk is organised into 5 parts: Lock analogie, Alhabet encryption, RSA encryption, ElGamal system, Elliptic Curves Cryptographie.
[This talk was in French.]

Presentation Gendarmerie, Fort de Issy-les-Moulineaux AI for safe speech recognition June 2022

A presentation at the "gendarmerie nationale", that followed a hackathon at ISEP. We presented the techniques involed in the speech recognition program. It was first developped during the ISEP hackathon a few weeks before.
[This talk was in French.]

Teenagers Workshop, Info@Lèze Genetic Algorithms June 2022

A workshop session for high-school teenagers. We study the game of Nim: After a few games, by hand, we implement several naive strategies in a python notbook. We generate tournament with thousands of games to evaluate which strategy is the best. Then, we try to find THE optimal strategy. We do that using a genetic algorithm. Finally, we implement the mathemlatically optimal strategy.
[This workshop was in French, for teenagers audience.]

Teenagers Workshop, Info@Lèze "Math on Mars" May 2022

A workshop session for high-school teenagers. This is a follow-up on the Math with Jupyter workshop.
We go further in the use of Python for plotting functions: Using numpy, matplotlib and plotly, we plot functions in 3D! By carefully choosing the colormap & the functions, we generate fake maps of montain and mars.
[This workshop was in French, for teenagers audience.]

Pint of Science Talk "I.A. : Generator vs Discriminator" May 2022

Deux intelligences artificielles sont placées en compétition. Le Generator génère des images, et le Discriminator doit les détecter. Un duel au sommet !
[This talk was in French, in collaboration with Romain Lhotte.]

Teenagers Workshop, Info@Lèze "Math with Jupyter" December 2021

A workshop session for high-school teenagers. The goal is for them to learn to use Python notebooks in order to facilitate typical mathematics task. In particular, we focused on plotting functions: we started with an example by hand, and then moved to Python (using numpy and matplotlib). Finally, we investigated how modification on functions modify their plots.
[This workshop was in French, for teenagers audience.]

Dissertation Presentation, Oxford University "Mathematics are not broken" March 2021

Presentation associated to my mathematical dissertation on Random Fractals, in the context of my master in mathematical sciences at Oxford.
The object of interest is a certain type of random fractals called percolations. We study the probability that a crossing of the percolation exists.
[All numerical results presented agree with the mathematical theory, hence the title.]

Student Seminar at New College, Oxford University "Sizes of Infinity" November 2020

A talk for university students from non-scientific fields, about the concept of infinites sets in mathematics. The final proved statement of this talk is |ℕ| = |ℤ| = |ℚ| < |ℝ|.

Popular Science Workshop, Info@Lèze Introduction à la Tenségrité August 2020

A workshop for teenagers (11-16 year old), about the concept of "Tensegrity". This included a theoretical part, and the conception/built of a small model for each participant.
[This workshop was in French, for teenagers audience.]

Project Persentation, UCL Governing Fields for the Hecke Algebra March 2020

Presentation associated to my mathematical project on Modular Forms, in the context of my integrated master in mathematics at UCL.
This projects is about modular forms when looked modulo 2. In particular, we study the (nilpotent) Hecke operators.

Popular Science Talk, Info@Lèze "De Marches Aléatoires à Surfaces Minimales" December 2019

A talk for non-mathematicians, about probabilities, random walks and concept of minimal surfaces, with nice images.
[This talk was in French, for adult audience.]

Popular Science Talk, Info@Lèze Marches Aléatoires et Probabilités December 2019

A talk for teenagers (11-16 year old), about random walks and the concept probabilities with experiments for participants.
[This talk was in French, for teenagers audience.]

Colloquium Talk, UCL "From Random Walks to Minimal Surfaces" October 2019

A talk for mathematics undergraduate students, random walks and introduction of minimal surfaces, together with nice plottings.