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Y1D1R/README.md

👋 Hi there, I'm Yidhir KOULAL

AI Engineer | Computer Vision & Machine Learning Specialist

Profile views


🚀 About Me

I’m an AI Engineer passionate about transforming data and deep learning research into real-world, production-ready applications.
With dual Master’s degrees in AI & Visual Computing, I specialize in Computer Vision, MLOps, and Generative AI.

🔬 Core domains:

  • Vision-based AI (detection, tracking, 3D analysis, medical imaging)
  • Large Language Models (RAG, LangChain, multimodal models)
  • Scalable AI Systems (Docker, FastAPI, MLflow, GitHub Actions)

🎯 Mission: Build robust, explainable, and impactful AI that bridges research and industry - from lab to deployment.

📫 Reach me at: [email protected]


🧰 Tech Stack


🧠 Featured Projects

🔹 Smart Vehicle Detector
Real-time detection and characterization of vehicles (type, color, manufacturer, country) using YOLOv12 + Vision-Language Models.
YOLOv12 · VLM · Multimodal AI · Docker · JSON Output API

🔹 HealthRAG
Medical chatbot powered by Retrieval-Augmented Generation with LangChain, Hugging Face and FAISS.
RAG · LLMs · LangChain · Hugging Face · Flask

🔹 CineAPP SDK
Containerized REST API and dashboard ecosystem for cinema analytics.
Python Package · Streamlit · SQLite · PyPI

🔹 CapsNet for Medical Imaging
3D CT-scan classification using Capsule Networks and Gabor filters.
CapsNet · TensorFlow · Data Augmentation · Medical AI


🧩 Experience Snapshot

  • AI R&D Engineer @ IRT SystemX — Optimized time-series models (LSTM, CNN-LSTM), deployed TensorFlow Lite on embedded devices.
  • Computer Vision Engineer @ LRIA Lab — Built 3D medical imaging pipelines (CapsNet) and real-time detection systems.
  • Python Developer @ Accounting Firm (Paris) — Automated workflows with Streamlit dashboards and secured SQL data pipelines.

🌍 Connect with Me

Email


“AI isn’t just about intelligence — it’s about creating systems that serve and empower people.”

Pinned Loading

  1. Residual-driven-Fuzzy-C-Means-Clustering-for-Image-Segmentation Residual-driven-Fuzzy-C-Means-Clustering-for-Image-Segmentation Public

    This project focuses on implementing the "Residual-driven Fuzzy C-Means Clustering for Image Segmentation" algorithm in Python. The repository provides a brief overview of the algorithm steps and d…

    Jupyter Notebook 9

  2. UNETR-2D-Medical-Image-Segmentation UNETR-2D-Medical-Image-Segmentation Public

    From-scratch PyTorch implementation of a 2D variant of the UNETR (U-Net with Transformers) architecture for medical image segmentation.

    Python 2

  3. Elderly-Fall-Detection-Application Elderly-Fall-Detection-Application Public

    Detect falls of elderly individuals using videos provided by home surveillance cameras.

    Python 3 1

  4. ParkingAPP ParkingAPP Public

    ParkingAPP is a Python-based parking management system with License Plate Recognition (LPR) capabilities. The application is developed as a project for the "Computer Vision" module during my Master…

    Python 2

  5. HealthRAG HealthRAG Public

    HealthRAG is a Retrieval-Augmented Generation (RAG) chatbot designed for medical document question-answering.

    Python 1

  6. smart-vehicle-detector smart-vehicle-detector Public

    **Smart Vehicle Detector** is an AI-powered system that combines YOLO for object detection and a VLM to classify vehicle types more accurately. This project demonstrates the integration of modern c…

    Jupyter Notebook