Pierre Lague
Record

Work & studies

Every position held and degree read, with the work that came out of each. Newest first.

01

Positions

7 entries
Oct 2025 — present Current

PhD Student — Machine Learning & Statistics

Inria · Rennes, France

Artificial intelligence for the optimization of the mechanical durability of systems subjected to severe vibratory loads. Funded by the AID (Agence de l'innovation de défense), run as a consortium between the DGA, the University of Angers and the University of Rennes.

  • Physics-informed neural networks for fatigue and damage estimation
  • Time, frequency and time–frequency characterisation of vibratory signals
  • Military application — durability under severe vibratory loading
Work from this position — 3
Sep 2026 — present Current

Lecturer — Machine Learning, Bachelor 3

UCO · Angers, France

Ten hours of machine learning for third-year bachelor students: lectures and lab sessions, taking the class from the general shape of a supervised learning problem through to convolutional networks, U-Net and variational auto-encoders. Taught in French.

  • Course designed and written from scratch — 120 slides over four sessions
  • Lectures delivered; lab sheets in preparation
Work from this position — 1
Sep 2024 — Aug 2025

ML Engineer — apprenticeship

Sudo Group · Lille, France

R&D team at Sudo Group, working on machine learning for cloud cost optimization. Full autonomy on leading the research and implementing the core features that came out of it.

  • Time-series forecasting for cloud commitment recommendation
  • Led the research track and shipped the resulting production features
Work from this position — 1
Jan 2023 — Feb 2023

AI Research Engineer — intern

OSUR · Rennes, France

Objective performance evaluation of a newly developed machine learning algorithm for 3D point cloud classification, benchmarked on urban environment LiDAR data.

  • Benchmark design for 3D point cloud classification
  • Urban LiDAR data, objective evaluation protocol
Work from this position — 1
May 2022 — Aug 2022

AI Research Engineer — intern

LETG · Rennes, France

State of the art and experimental study on semantic segmentation for ultra high resolution UAV imagery, funded by the National Research Institute.

  • Semantic segmentation of ultra-high-resolution drone imagery
  • State of the art review and experimental comparison
Work from this position — 1
Sep 2021 — May 2022

Student Tutor — Mathematics, Computer Science, English

Independent · France

One-to-one tutoring in mathematics, computer science and English.

02

Education

3 entries
Sep 2023 — Aug 2025

MSc Machine Learning

Université de Lille · Lille, France
With honours — ranked 4th/16 (year 1), 3rd/16 (year 2)

Two-year research-oriented master's in machine learning: reinforcement learning, multi-agent systems, NLP, deep learning, optimisation and secure systems.

Thesis: Load-balancing and Task Allocation in Dynamic Multi-Agent Systems

Coursework & projects — 13
Sep 2022 — Jun 2023

MSc Complex Systems Engineering — year 1

UTC · Compiègne, France
With honours

First year of the Complex Systems Engineering master's: differential calculus, dynamical systems and stability, simulation of dynamic systems.

Coursework & projects — 5
Sep 2021 — Jun 2022

BSc Computer Science — CMI programme

Université Bretagne Sud · Vannes, France
Graduated class major

Cursus Master en Ingénierie in computer science: statistics, data mining, software engineering and the first machine learning coursework.

Coursework & projects — 9
03

Independent

Outside any institution