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AyoubAchourIT/README.md

Hi, I'm Ayoub

MEng in Computer Science student (ISIMA - France)
MSc in Applied Mathematics & Statistics (UCA - France)

I work at the intersection of:

  • Machine Learning systems
  • Mathematical modeling
  • Numerical computing
  • Performance-aware engineering

Engineering Work

Data Systems & Applied ML

  • Fraud Detection Pipeline — end-to-end supervised ML workflow on 248k+ transactions, feature engineering, imbalance handling, benchmarking (RF / XGBoost / CatBoost), FastAPI inference service
  • Sibyllium (Data Scientist) — time-series forecasting components, structured multi-horizon evaluation, feature-driven modeling
  • Time-Series Forecasting — ARIMA / LSTM baselines with evaluation on trend and correlation metrics

Computational & Performance Projects

  • CUDA Numerical Linear Algebra — batched eigenvalue computation (Householder + QL), GPU/CPU performance trade-offs
  • Parallel Computing — OpenMP / performance reasoning / memory access patterns
  • Numerical Simulation & Optimization — structured implementations (ADMM, ISTA, FISTA)

Mathematical Modeling

  • Survival Analysis — Kaplan–Meier, Cox models, statistical interpretation
  • Black–Scholes & Option Pricing — stochastic modeling, Greeks, numerical comparisons
  • Physics-Informed Neural Networks — PDE-constrained learning via automatic differentiation

Academic Background

  • Engineering Degree — ISIMA
    Specialization: Data Science, Optimization & AI
    (2022 – Present)

  • MSc Applied Mathematics & Statistics — UCA
    Probability, statistics, stochastic processes
    (2025 – Present)

  • BSc Mathematics — UCA
    (2022 – 2023)

  • CPGE MPSI/MP
    Intensive mathematics & physics training
    (2019 – 2022)


This profile highlights selected work only.

Popular repositories Loading

  1. Projet-Analyse-de-Survie Projet-Analyse-de-Survie Public

    Kaplan–Meier and Cox survival analysis study (censored time-to-event data).

    Jupyter Notebook

  2. Deep_Learning Deep_Learning Public

    Jupyter Notebook

  3. AyoubAchourIT.github.io AyoubAchourIT.github.io Public

    Personal website & portfolio – Data Science, AI & Optimization

    HTML

  4. AyoubAchourIT AyoubAchourIT Public

  5. ai-tutor-rag-system ai-tutor-rag-system Public

    Jupyter Notebook

  6. House-Price-Prediction-Challenge House-Price-Prediction-Challenge Public

    Jupyter Notebook