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Pierre Lague
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PhD Review - Time–Frequency Analysis Methods for Feature Engineering

Many real-world vibration signals are non-stationary, meaning their frequency content changes over time. Capturing these dynamics is essential for extracting meaningful information and building rob...

PhD Review - Time Domain Methods for Fatigue and Damage Estimation

While frequency-domain methods offer powerful approximations, many fatigue problems still require working directly with the vibration signal itself. Time-domain approaches remain the reference for ...

PhD Review - Frequency Domain Methods for Fatigue and Damage Estimation

Understanding how vibration leads to fatigue damage is at the heart of my PhD research. Engineers often need to predict years of structural wear from only a limited amount of measured data, making ...

Apprenticeship Thesis - Leveraging Machine Learning for Dynamic and Intelligent Cloud Commitment Recommendations

This page contains my apprenticeship thesis, titled “Leveraging Machine Learning for Dynamic and Intelligent Cloud Commitment Recommendations”. It was supervised by Mr. Mike Douieb, CEO of Sudo Gro...

Presentation - Work and Project Overview

This page contains a presentation I gave for an application at a PhD (INRIA). It is my work and projects overview. Any feedback is greatly appreciated. You can reach me at pierre.lague@protonmail....

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

This page contains my thesis, titled “Load-balancing and Task Allocation in Dynamic Multi-Agent Systems”. It was supervised by Pr. Maxime Morge (univ. Lyon 1). Any feedback is greatly appreciated....

Natural Language Processing - Transformers Workshop 1

Encoding words as vectors This workshop was done during the NLP class at the University of Lille, supervised by Pr. Keller. https://huggingface.co/cmarkea/distilcamembert-base import gensim impo...

Multi-Agent Systems

Multi-Agent Systems This project took place in the multi-agent systems class led by Pr. Philippe Preux at the University of Lille. It’s part of the curriculum for the second year of the Machine Le...

BlackRock - Geopolitical Influence of a P.E. conglomerate.

This page contains a small report I made about BlackRock’s geopolitical influence on the world. I tried to cite only verified news as recent as I could have them. Any feedback positive, or negative...

Deep Learning - Denoising Autoencoder

Deep Learning - Autoencoders 🔉 Etude Autoencodeur Exploration et création des bruits Création du jeu de données bruitées Création dataloaders Définition de l’Autoen...