Guilhem Chéron

Machine Learning Engineer, PhD ENS/Inria


LinkedIn


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Resume

[CV.pdf]

As a Machine Learning Engineer / MLOps, I am very interested in deploying ML models in production and all the related practices (cloud architecture, MLOps, machine learning and full stack).

I am currently Lead Machine Learning / MLOps consultant at Devoteam Revolve, Paris, France. I work on many different problems related to AI/ML, cloud infrastructure and production deployment for my clients.

Previously, I was lead machine learning engineer at Jules sas, Rennes, France. Before, as a Data Scientist in the same company, I was only focused on building machine learning models.

I received my PhD from École Normale Supérieure (ENS) under the supervision of Cordelia Schmid and Ivan Laptev. I was part of the WILLOW and THOTH (former LEAR) Inria project-teams. I was funded by the Microsoft Research-Inria joint center.

In 2018-2019, was visiting Microsoft Research in Cambridge supervised by Andrew Fitzgibbon. I was intern in the same lab in 2016.

I received a Master's Degree in Mathematics, Machine Learning and Computer Vision (MVA) from ENS Cachan. Previously, I graduated from École Supérieure d'Ingénieurs de Rennes (ESIR) and Université de Rennes 1 with an Engineering Degree in Computer Vision and Computer Graphics.

I work in the fields of Computer Vision and Machine Learning while my research interest focuses on video understanding and related learning problems.

Publications

A flexible model for training action localization with varying levels of supervision
Guilhem Chéron, Jean-Baptiste Alayrac, Ivan Laptev and Cordelia Schmid.
In NIPS 2018 - Advances In Neural Information Processing Systems, Dec 2018, Montréal, Canada
[PDF] [arXiv] [Code]
Modeling Spatio-Temporal Human Track Structure for Action Localization
Guilhem Chéron, Anton Osokin, Ivan Laptev and Cordelia Schmid.
In arXiv 2018
[PDF] [arXiv]
P-CNN: Pose-based CNN Features for Action Recognition
Guilhem Chéron, Ivan Laptev and Cordelia Schmid.
In ICCV 2015 - IEEE International Conference on Computer Vision, Dec 2015, Santiago, Chile
[PDF] [bibtex] [HAL] [arXiv] [Code]

PhD Thesis

Structured modeling and recognition of human actions in video
Guilhem Chéron.
École Normale Supérieure, Dec 2018
[thesis]