Vincent Quenneville-Bélair, phd

Applied Mathematician

Experience

Machine Learning Scientist

Supply Chain Forecasting, Amazon

2021 - Present

Design deep learning attention-based models to forecast product demand for supply chain optimization.

Develop foundation forecasting model, unifying across products worldwide at multiple scales, deploying zero-shot for external partners.

Machine Learning Engineer

PyTorch, Facebook AI

2019 - 2021

Create torchaudio library, engaging over 200 open source contributors.

Develop speech-to-text and text-to-speech deep learning models.

Integrate novel PyTorch optimizers collaborating with academic and industrial researchers.

Machine Learning Scientist

Supply Chain Forecasting and Marketing Measurement, Amazon

2017 - 2019

Generate long-term strategic inventory capacity forecast. Model counterfactual scenarios. Optimize supply chain expansion recommendations.

Build causal impact models to estimate advertising campaign lift. Infer future returns and optimize advertising portfolio.

Teach internal machine learning specialization course series on matrix factorization, dimensionality reduction, and recommender systems.

Chief Data Scientist

Vizanda

2016 - 2017

Develop web-based software to automatically extract information from structured and unstructured data on the fly. Process the information to programmatically generate relevant visualizations and intelligent insights.

Chu Assistant Professor of Applied Mathematics

Columbia University

2015 - 2017

Model gravitational wave propagation to understand black hole collisions. Create and analyze novel specialized mixed finite element methods to simulate these models numerically.

Education

PhD Applied Mathematics, University of Minnesota
NSERC Alexander Graham Bell Canada Graduate Scholarship, FQRNT Research Scholarship, University of Minnesota Doctoral Dissertation Fellowship.
MCS Computer Science, University of Minnesota
MSc Applied Mathematics, University of Minnesota
BSc Mathematics and Physics, McGill University

Profile

Vincent Quenneville-Bélair

Vincent Quenneville-Bélair, PhD, Applied Mathematician.