À propos de Mohamed Khalil
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Expériences
- TotalEnergiesApplied Scientistjanvier 2025 - décembre 2025 (11 mois)- Worked with stakeholders to translate key business challenges (like EV flexibility and Microgrid optimization) into practical, high-impact Reinforcement Learning (RL) use cases.- Designed and developed an RL simulation framework to train trading strategies for optimizing energy procurement for EV truck fleets on both the Day-Ahead (DA) and Continuous Intraday (CID) european markets.- Trained RL agents to dynamically correct Day-Ahead positions with intraday trades based on updated forecasts to reduce the total energy procurement cost while respecting operational constraints.- Demonstrated 30%+ total energy cost reduction in extensive backtesting, validating the RL strategy's effectiveness in leveraging EV fleet flexibility.
- Mantu Innovation LabLead Data Scientistnovembre 2023 - octobre 2024 (11 mois)Paris, FranceLed a small team of junior data scientists, demonstrating both project management and technical skills.Designed two R&D projects and managed and contributed to their development:(1) An energy consumption forecasting system for a smart building leveraging sensor data and focusing on time series forecasting(2) A gait-based intrusion detection system, utilizing advanced computer vision techniques.
- Naval GroupML EngineerDÉFENSE & ARMÉEjuillet 2022 - décembre 2022 (6 mois)Adélaïde, AustralieDeveloped an explainable vessel recognition system to enhance interpretability in maritime security systems.Implemented a Vision Transformer model with pairwise heatmap visualization using Attention Flow Approximation. This approach provided intuitive interpretation of results, matching the performance of standard CNN models while offering superior explanations compared to classic techniques like GradCam.
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Formations
- PhD in Computer ScienceThe University of Adelaide2024
- MSc in Artificial IntelligenceUniversité Paris-Saclay2019