Talks

2023

Multivariate probabilistic time series forecasting: transformer-based copulas and the limitations of proper scoring rules

Accurate estimation of time-varying quantities is crucial for effective decision-making across various domains, including healthcare …
Apr 20, 2023 12:00 AM Morgan Stanley Machine Learning Seminar, Montreal, Canada

Apprentissage automatique et raisonnement causal - Au delà des corrélations

La recherche en apprentissage automatique a rendu possibles d’époustouflantes avancées en intelligence artificielle. Un avenir où un …
Mar 27, 2023 12:00 AM Semaine NumériQC, Québec, Canada
Slides

2022

Tutorial: A practical introduction to causal inference

This tutorial will consist of a practical introduction to the estimation of causal effects. We will experiment with the concepts of …
Jul 11, 2022 12:00 AM Eastern European Machine Learning Summer School, Vilnius, Lithuania
Slides

Mind the structure: an introduction to causal inference for machine learning

Machine learning algorithms excel at discovering statistical dependency patterns in data. Those can be exploited to produce extremely …
Jul 11, 2022 12:00 AM Eastern European Machine Learning Summer School, Vilnius, Lithuania
Slides

2021

Differentiable Causal Discovery with Observational and Interventional Data

Knowledge of the causal structure that underlies a data generating process is essential to answering questions of causal nature. Such …
Feb 16, 2021 12:00 AM OATML, University of Oxford
Slides Video

2019

La recherche en intelligence artificielle

Nov 27, 2019 12:00 AM Collège Gérald-Godin, Montréal, Canada

Genotype-to-phenotype prediction of antimicrobial resistance

May 2, 2019 12:00 AM AI for Health, Montréal, Canada
Video

2017

Machine learning for antibiotic resistance: from rule-based models to deep architectures

Oct 24, 2017 12:00 AM Argonne National Laboratory, Lemont, Illinois

Maximum Margin Interval Trees

May 24, 2017 12:00 AM Département d'informatique et de génie logiciel, Université Laval, Québec, Canada
Slides

Rule-based machine learning algorithms for antibiotic resistance prediction

May 16, 2017 12:00 AM GLBIO 2017, Chicago, Illinois
Slides

Interpretable Models of Antibiotic Resistance with the Set Covering Machine Algorithm

Feb 25, 2017 12:00 AM Google, Cambridge, Massachusetts
Slides Video

2016

Large scale modeling of antimicrobial resistance with interpretable classifiers

Dec 7, 2016 12:00 AM Machine Learning for Health Workshop, NIPS, Barcelona, Spain
Slides

Kover: un nouvel outil à base d’apprentissage automatique pour la découverte de biomarqueurs génomiques

Jun 28, 2016 12:00 AM Institut de Biologie Intégrative et des Systèmes, Québec, Canada
Slides

Learning Extremely Sparse Classifiers from Whole Genomes Sequences with Set Covering Machines

Feb 16, 2016 12:00 AM Inria (SIERRA Team), Paris, France
Slides

2015

Genomic Biomarker Discovery with Set Covering Machines

Jul 27, 2015 12:00 AM Institut Curie, Paris, France
Slides