I am a Mechanical Simulation Engineer by training with complementary ML expertise, bridging physics and artificial intelligence to tackle today’s ecological challenges. I am seeking opportunities in climate-focused AI and ecological transition. Personal projects include heatwave short-term prediction from open-source MeteoSwiss data using XGBoost and LSTM, XPINN Toolkit for extended physics-informed neural networks, and a radiator controller environment with a DQN agent to balance comfort and energy cost.…

Malo Potereau

I am a Mechanical Simulation Engineer by training with complementary ML expertise, bridging physics and artificial intelligence to tackle today’s ecological challenges. I am seeking opportunities in climate-focused AI and ecological transition. Personal projects include heatwave short-term prediction from open-source MeteoSwiss data using XGBoost and LSTM, XPINN Toolkit for extended physics-informed neural networks, and a radiator controller environment with a DQN agent to balance comfort and energy cost.…

Available to hire

I am a Mechanical Simulation Engineer by training with complementary ML expertise, bridging physics and artificial intelligence to tackle today’s ecological challenges. I am seeking opportunities in climate-focused AI and ecological transition.

Personal projects include heatwave short-term prediction from open-source MeteoSwiss data using XGBoost and LSTM, XPINN Toolkit for extended physics-informed neural networks, and a radiator controller environment with a DQN agent to balance comfort and energy cost.

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Skills

Experience Level

Python
Expert
PyTorch
Expert
Data Science
Expert
TensorFlow
Expert
C++
Expert
Keras
Expert
SQL
Expert
GitHub CoPilot
Intermediate
Django
Intermediate
Docker
Intermediate
JavaScript
Intermediate
Kubernetes
Intermediate
PostgreSQL
Intermediate
Blender
Intermediate
Unity
Intermediate
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Language

French
Fluent
English
Fluent
German
Beginner
Spanish; Castilian
Intermediate

Work Experience

Calculation Engineer at Ametra Expression Numérique
July 1, 2025 - October 18, 2025
Performed structural sizing of mechanical assemblies under seismic loads, thermal gradients, and handling constraints; Conducted CFD studies on closed systems: thermal behavior and pressure drop minimization; Drafted and validated technical documentation and calculation reports.
Mechanical Engineer at STMicroelectronics
September 1, 2023 - October 18, 2025
Modeled thermal deformation of semiconductor wafers under differential temperature loading; Developed parametric models and automated analysis tools.

Education

Master’s Degree in Modeling and Applications to Mechanics (MAM) at Université Claude Bernard Lyon 1
January 1, 2020 - January 1, 2022

Qualifications

Add your qualifications or awards here.

Industry Experience

Manufacturing, Computers & Electronics, Energy & Utilities, Professional Services, Software & Internet, Education
    uniE621 Heatwave prediction in Lausanne (Swiss)
    Heatwave Prediction in Switzerland (2025) Context This project explores the prediction of Level 2 heatwave episodes in Switzerland, motivated by the rise in deadly heatwaves (1,444 deaths in France in 2025). The goal is to anticipate these events to inform at-risk populations and activate preventive measures. Methodology Data: Utilization of meteorological data from the Pully station (MeteoSwiss) and the NAO (North Atlantic Oscillation). Feature Engineering: Creation of derived variables (moving averages, humidex, linear trends). Models: Comparison of two approaches: - XGBoost: A decision tree-based model. - LSTM: A recurrent neural network to capture data temporality. Results XGBoost: F1 score of 0.51 (better than random, but overly alarmist). LSTM: F1 score of 0.41 (suffers from *overfitting* due to limited data). Conclusion and Perspectives The results highlight the importance of *feature engineering* and sufficient data for complex models. Improvements are possible by integrating more stations and geopotential levels. 📖 For more details, read the full article on Medium: Link to Medium article](https://www.twine.net/signin…