M.Eng, IMT Atlantique | B.Sc. Mathematics & Computer Science, Sorbonne University Head of Financial Engineering @ KRYPTOSPHERE
Quantitative Machine Learning | Financial ML | Time Series & Signal Research
Strong background in mathematical modeling, statistical learning, and algorithmic problem solving.
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QRT Data Challenge — Market-Neutral Alpha Prediction — Python — (In progress) Designed a market neutral prediction pipeline on financial time series data: engineered temporal features from raw signals, applied regime based cross validation to prevent lookahead bias across market structure shifts, and built a boosting ensemble optimized for long/short strategy performance.
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Spotify Top Hits — Unsupervised Learning Challenge — (IMT Atlantique) Built an unsupervised ML pipeline (PCA, K-Means) to cluster 2,300 tracks and uncover latent structure in musical feature space.
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MLOps for Clinical Trials — (IMT Atlantique) End-to-end ML pipeline (MLflow, Airflow, Docker) for drug approval prediction, covering experiment tracking, orchestration, and reproducible deployment.
Applied ML, systems, and coursework projects spanning NLP, simulation, and embedded systems.
- AI Assistant for Technical Knowledge Management — (Industry collaboration with Solent, private repo) — RAG-based knowledge management platform using local LLMs for documentation traceability and root cause analysis.
- AI-Powered Sleep Quality Detector — Personal project using smartphone sensor data to predict sleep patterns.
- Virtual Throwing & Haptic Feedback System — (IMT Atlantique) — VR motion tracking and feedback-loop research.
- AI Strategy for PyRat Game — Python — (IMT Atlantique) — Heuristic and reactive agents for dynamic pathfinding.
- Solar Irradiance Measurement & Sensor Design — (IMT Atlantique) — Arduino-based real-time solar radiation tracking.
- Jewel Collection Simulation — Java — (Sorbonne Université) — Multi-agent OOP simulation.
- Predator Simulation Game — C — (Sorbonne Université) — Ecosystem simulation with behavior rules and grid dynamics.
- Automata Operations Management — Python — (Sorbonne Université) — Finite automata construction, determinization, and language operations.
LinkedIn · achraf.essaleh@imt-atlantique.net · Achraf.Essaleh@etu.sorbonne-universite.fr