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NBAmine/README.md

Data Scientist & AI Engineer

I specialize in building production-ready AI systems, ranging from LLM fine-tuning and GraphRAG pipelines to Computer Vision projects. Currently completing a Double Master's Degree in Web Intelligence and Data Science (Sorbonne Paris Nord & Sidi Mohammed Ben Abdellah University).

Tech Stack

Domain Stack
Machine Learning
LLMs & GenAI
Data Engineering
MLOps & Tools
Web Development

Featured AI Projects

Project Description Stack Used
RAG Course Assistant Intelligent RAG chatbot that processes PDFs, images, and video to help students understand course materials with source citations.
NeMo Text-to-SQL Fine-tuned Mistral NeMo 12B using a two-phase incremental learning strategy to transform natural language into complex SQL queries.
Pothole Detection End-to-end pipeline to identify road defects using YOLO. Handles data preprocessing, training, and optimized deployment.
Vision Benchmark Comparative study of CNNs, Vision Transformers, and YOLO on the HAM10000 dataset for malignant/benign skin lesion classification.
Multimodal CTR Hybrid Transformer-DCN architecture fusing CLIP visual embeddings with text to predict Click-Through Rates for the WWW2025 Challenge.

Pinned Loading

  1. RAG-powered-academic-courses-chatbot RAG-powered-academic-courses-chatbot Public

    An intelligent Retrieval-Augmented Generation (RAG) chatbot designed to help students understand course materials through interactive conversations. The system processes PDFs, images, and video tra…

    Python

  2. Nemo-text-to-sql Nemo-text-to-sql Public

    Fine-tuning the Mistral NeMo 12B Instruct model to transform natural language questions into executable SQL queries. We adopted a two-phase incremental learning strategy to build a robust model cap…

    Jupyter Notebook

  3. Pothole-detection Pothole-detection Public

    Automatically identify and localize potholes in road images, providing critical infrastructure monitoring capabilities. The project encompasses the complete machine learning lifecycle from data pre…

    Jupyter Notebook

  4. Vision-models-comparaison Vision-models-comparaison Public

    A benchmark of multiple computer vision architectures, from CNNs to Vision Transformers and YOLO, classifying skin lesions as malignant or benign. Using the HAM10000 dataset, it evaluates different…

    Jupyter Notebook