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LucasPoncet/README.md

Lucas Poncet

CentraleSupélec engineering student with a focus on Artificial Intelligence and Data Science.
I work on practical machine learning projects involving data modeling, analysis, and reliability.


About

I build and study machine learning models with attention to both their performance and their robustness.
My work often involves connecting structured data with interpretability and real-world constraints.

Areas of interest:

  • Deep learning applied to tabular and time-series data
  • Retrieval and graph-based methods for knowledge representation
  • Evaluation and reliability of AI models
  • Applications in energy systems, environmental data, and industrial processes

Selected Projects

Project Description Tech Stack
wine-quality-forecasting Predicts French wine quality from historical weather data (1950–2024). Focuses on data preparation, feature analysis, and neural network modeling. PyTorch, Pandas, Plotly
STRM Website for an electrical-services company, built with responsive design and client-managed content. React, TypeScript, Tailwind, Vite

Tools and Languages

Python · PyTorch · TensorFlow · Polars · SQL · React · TypeScript · Azure · Git


Education

  • CentraleSupélec – MEng, Artificial Intelligence and Data Science
  • University of Tokyo – Exchange semester, Technology Management for Innovation (2025)

Contact

Paris LinkedIn · GitHub


GitHub Overview

GitHub Stats Top Langs

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  1. wine-quality-forecasting wine-quality-forecasting Public

    Predicting wine quality using deep learning on tabular weather and regional data. Modular PyTorch pipeline with Optuna optimization and full test coverage.

    Python 1

  2. STRM STRM Public

    Site web STRM

    TypeScript