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Eyna-A/README.md

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Building production-ready ML architectures, autonomous agentic workflows, and quantitative engines.

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⚡ About Me

  • 🔬 Focus Areas: Deep learning architectures, autonomous AI agents (LangChain/LangGraph), and quantitative research pipelines.
  • 🛠️ Diagnostics-First Philosophy: I build machine learning systems with strict validation gates—every signal and model behavior is challenged before deployment.
  • 🚀 SaaS & Entrepreneurship: Passionate about taking AI innovations from 0 to 1, creating scalable, real-world software products.
  • 🎵 Interdisciplinary Interests: Exploring non-obvious intersections of AI with domains like quantitative finance and music.

🛠️ Tech Stack Grid

Category Badges
Languages Python SQL
AI / ML Frameworks PyTorch TensorFlow HuggingFace LightGBM XGBoost Scikit-Learn
Agents & Vision LangChain LangGraph OpenCV
Data & Databases PostgreSQL SQLite Pandas NumPy
Tools & Infrastructure Docker Git FFmpeg Jupyter

🌟 Featured Engineering Projects

Project Description Tech Stack Highlights
TSE Robo-Advisor End-to-end ML pipeline for signal research, statistically-validated backtesting, and portfolio optimization on the Tehran Stock Exchange with a diagnostics-first gate. Python LightGBM SciPy SQLite React Purged K-Fold CV, SLSQP optimization, atomic JSON exports, and stale-ticker guard.
Brain Tumor Classification Custom CNN architecture for classifying brain tumor types from MRI scans. Trained with strict validation techniques. PyTorch Keras OpenCV Google Colab ~88% test accuracy on Kaggle MRI dataset. Colab-ready pipeline.

Designed & Developed by Eyna Shabani • Driven by curiosity & statistical rigour.

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  1. AI-Risk-Management-System AI-Risk-Management-System Public

    A comprehensive AI-driven system for predicting financial risk and market volatility using deep learning models (LSTM, Attention) and quantitative finance techniques.

    HTML

  2. AI-Video-Understanding-Pipeline AI-Video-Understanding-Pipeline Public

    AI-powered pipeline that transforms videos into structured knowledge. It downloads a video, extracts audio, transcribes speech, translates content into Persian, organizes it into academic-style not…

    Python

  3. Brain-Tumor-Classifier Brain-Tumor-Classifier Public

    A Convolutional Neural Network (CNN) model for brain tumor detection using MRI images.

    Jupyter Notebook