About Guilhem
French
Native or bilingual
English
Fluent
Portuguese
Conversational
German
Basic
Experience
- the climate data factoryMachine learning engineerENVIRONMENTALJuly 2025 - Today (11 months)Paris, FranceDeployment of a meteorological forecasting algorithm on AWS1. Clustering using k-means2. Feature selection using genetic algorithm3. Forecasting
- EssilorLuxotticaData scientist - Chaos theory & nonlinear time seriesHEALTH AND WELLNESSOctober 2024 - February 2025 (4 months)Paris, FranceChaotic analysis of ophthalmic signals- Advanced signal preprocessing: interpolation, optimal delay estimation using mutual information, attractor reconstruction via phase diagrams- Estimation of Lyapunov exponents on different time series using FNN (False Nearest Neighbors) and double regression methods.- Quantification of chaotic behavior using permutation entropy and recurrence plots.
- RES ELECAutomation of Electrical Schematics and PDF Reports GenerationCIVIC AND SOCIAL ORGANIZATIONSApril 2024 - June 2024 (2 months)Paris, France
- Creation of a Python algorithm to generate electrical schematics from data, using the ReportLab and SchemDraw libraries.
- Design of a process to draw and organize electrical schematics, including symbol management and splitting schematics into multiple frames if necessary.
- Automation of PDF report generation including data tables and schematics, with custom layout for each page.
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Education
- Master's degree in Engineering, Computer Science specializationÉcole Centrale de Lyon2022Master's degree, Science
- PCSI - PCLycée Pasteur2018PCSI - PC*