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Yidhir KOULAL - Portfolio

Yidhir KOULAL

Data & AI Engineer
Location: France

Profile

I am a Data & AI Engineer with strong experience designing and productionizing machine learning and deep learning systems. I build end-to-end data pipelines, train and optimize models for real-time inference, and deploy scalable solutions using modern MLOps practices.

Core Skills

  • Languages & tooling: Python, C/C++, Docker, Git
  • Machine Learning & Vision: PyTorch, TensorFlow, OpenCV, XGBoost, YOLO, ONNX
  • Data & MLOps: Pandas, NumPy, DVC, MLflow, FastAPI, CI/CD (GitHub Actions)
  • NLP & GenAI: Transformers, LangChain, Retrieval-Augmented Generation (RAG), Hugging Face
  • Databases & Cloud: SQL/Postgres, MongoDB, AWS

Recent Experience

Data Engineer — Accounting Firm Paris

Jan 2025 – Dec 2025
  • Automated bookkeeping and bank-entry workflows using Python and SQL, reducing manual processing time significantly.
  • Built a Streamlit dashboard for real-time monitoring and prioritized follow-ups.
  • Implemented access controls and a simplified admin UI.

R&D Deep Learning Engineer — IRT SystemX

Mar 2024 – Aug 2024
  • Developed real-time detection pipelines for IMU/exoskeleton data; benchmarked LSTM, CNN-LSTM and related models.
  • Optimized models for embedded targets via pruning and quantization (TF Lite).

Computer Vision Engineer — LRIA

Feb 2023 – Jul 2023
  • Worked on semi-3D classification of CT scans using Capsule Networks and robust augmentation strategies.
  • Delivered a desktop application for clinical usage.

Education & Certifications

Master in Vision & Intelligent Machines — Université Paris Cité

2023 – Jul 2024

Master in Visual Computing — USTHB

2021 – 2023

B.Sc. in Computer Science — USTHB

2018 – 2021

Notable certifications:

MLOps / CI-CD for ML, DVC, GDPR basics, SecNumAcadémie.