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AchrafEssaleh/README.md

Achraf Essaleh

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.


Quantitative & ML Research

  • QRT Data Challenge — Market-Neutral Alpha PredictionPython(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.

  • 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.

  • 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.


Other Projects

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 GamePython(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 SimulationJava(Sorbonne Université) — Multi-agent OOP simulation.
  • Predator Simulation GameC(Sorbonne Université) — Ecosystem simulation with behavior rules and grid dynamics.
  • Automata Operations ManagementPython(Sorbonne Université) — Finite automata construction, determinization, and language operations.

Connect

LinkedIn · achraf.essaleh@imt-atlantique.net · Achraf.Essaleh@etu.sorbonne-universite.fr

Pinned Loading

  1. mlops-project-main mlops-project-main Public

    MLOps project integrating Airflow, Docker, and MLflow for machine learning workflow automation

    Jupyter Notebook

  2. Spotify-sHits-Unsupervised_Learning_Challenge Spotify-sHits-Unsupervised_Learning_Challenge Public

    Forked from Elakiwala/Challenge-Spotify

    Spotify Trend Charts Analysis

    Jupyter Notebook 1

  3. Market-Neutral-Alpha-Prediction Market-Neutral-Alpha-Prediction Public

    Jupyter Notebook 1

  4. Elakiwala/Challenge-Spotify Elakiwala/Challenge-Spotify Public

    Spotify Trend Charts Analysis

    2