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mehdighelich1379/README.md

Typing SVG

Data Scientist | Deep Learning Enthusiast | Electronics Engineer

Late night coding in dark room

Follow Mehdi on GitHub


๐Ÿš€ Live ML Applications

๐Ÿ”น Loan App (HuggingFace Space)
End-to-end ML pipeline for loan risk prediction, featuring model explainability with SHAP for decision transparency.

๐Ÿ”น LoanIQ โ€“ Credit Risk Prediction

๐Ÿ”น Churn Prediction App โ€” Customer retention analysis using ML classification

๐Ÿ”น Smart Fraud Detection โ€” anomaly detection

๐Ÿ”น Heart Disease Prediction โ€” Medical diagnosis using supervised learning

๐Ÿ”น Brain Tumor Detection (Medical AI) โ€” CNN-based medical imaging model

๐Ÿง  Persian NLP & LLM Systems

Persian-first NLP projects with production-friendly structure and reproducible pipelines.

  • Persian RAG System (Production-ready)
    Domain-specific Retrieval-Augmented Generation (RAG) for Persian HR, hiring, and resume queries.
    Built with FAISS vector search, sentence embeddings, cosine similarity guardrails, FastAPI backend, and Gradio RTL UI.
    โœ… Grounded answers โ€ข โœ… Out-of-domain rejection โ€ข โœ… Modular architecture

  • Persian Text Summarization (mT5-XLSum)

  • Persian NER (Transformer-based)


๐Ÿ› ๏ธ Skills & Tools



๐Ÿงฌ Currently Learning

  • Large Language Models (LLMs):
  • LLM fine-tuning, RAG systems, and production LLM serving.

๐Ÿ“ˆ GitHub Stats


๐ŸŒ Connect with Me

๐Ÿš€ Learning daily, building constantly.

Pinned Loading

  1. persian-rag-system persian-rag-system Public

    Production-ready Retrieval-Augmented Generation (RAG) system for Persian (Farsi) HR and resume-related queries. Built with FAISS vector search, cosine similarity, sentence embeddings, and controlleโ€ฆ

    Python

  2. loan-ml-system loan-ml-system Public

    Intelligent credit risk modeling system that predicts loan defaults using advanced machine learning techniques (LightGBM, XGBoost, RandomForest) and feature engineering for financial insights.

    Python

  3. persian-text-summarization persian-text-summarization Public

    Persian text summarization using a pretrained mT5-XLSum model with a clean inference pipeline.

    Python

  4. Smart-Fraud-Detection Smart-Fraud-Detection Public

    A complete fraud detection pipeline using ML models (CatBoost, XGBoost, LightGBM), class weighting, SMOTE, and custom feature engineering. Achieved strong recall and precision balance for real-worlโ€ฆ

    Python

  5. AI_Energy_Manager AI_Energy_Manager Public

    AI_Energy_Manager is an AI-powered project for electricity load and price forecasting. Using weather, generation, and consumption data, it applies ML/DL models to predict demand 1h, 6h, and 24h aheโ€ฆ

    Python 1

  6. churn-prediction churn-prediction Public

    A complete machine learning and deep learning pipeline for customer churn prediction. Includes preprocessing, model training (RandomForest, XGBoost, CatBoost, Keras), evaluation (confusion matrix, โ€ฆ

    Python 1