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Gson-glitch/README.md
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🧠 Machine Learning Engineer | πŸ€– AI Researcher

Machine Learning Engineer with 3+ years of experience in Computer Vision, Natural Language Processing, and Reinforcement Learning.

GitHub Followers Email LinkedIn

πŸš€ Professional Summary

I'm a Machine Learning Engineer with 3+ years of experience in Computer Vision, Natural Language Processing, and Reinforcement Learning. Passionate about building intelligent systems using Python to solve real-world problems across diverse domains. Always learning, always building.

  • πŸ”­ Current Focus: Optimization of Deep Learning models, RAG systems with semantic search, autonomous control systems, and Rust.

🌐 Portfolio


πŸ› οΈ Tech Stack & Tools

Domain Technologies
Languages Python Java Rust
Deep Learning PyTorch TensorFlow LangChain LlamaIndex
Vision & Robotics OpenCV ROS2 YOLO Gazebo
MLOps & Cloud Docker Kubernetes Databricks ArgoCD
Backend & Data FastAPI PostgreSQL RabbitMQ Redis

πŸ“‚ Featured Deep Learning & Engineering Projects

Project Description Stack
Boeing 737 RAG An Advanced RAG system for the Boeing 737 Ops Manual. Integrates BGE-M3, BM25, and cross-encoder reranking. Achieved 80% Hit@1 accuracy with page-level citation tracking. RAG LLM FastAPI
Mars Rock Detection A real-time detection pipeline using YOLOv11 and ROS2. Achieved 0.71 mAP@50 in a Mars simulation environment, automating robotic navigation toward geological targets. CV YOLOv11 ROS2
Stock Trading Sim A distributed trading platform with a price-time priority matching engine. Features microservices architecture with RabbitMQ for real-time order book updates via WebSockets. System Design Dist-Systems
Fuel Route Optimizer Optimized routing API combining geospatial data and OpenRouteService. Features cost estimation and route geometry generation to minimize fuel costs. Algorithms Django
PyTorch Journey Comprehensive Deep Learning roadmap documenting custom training loops, model optimization, and data preprocessing from scratch. PyTorch Deep Learning

πŸ“Š GitHub Analytics

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  1. boeing-737-rag boeing-737-rag Public

    This project implements a Python RAG service API over the Boeing 737 Operations Manual. It parses and chunks the PDF, enriches chunks with AI-generated context, and enables retrieval of relevant pa…

    Python

  2. fuel-route-optimizer fuel-route-optimizer Public

    Django REST API for optimizing fuel stops along driving routes within the USA.

    Python

  3. Mars-Rock-Detection-with-ROS2-and-YOLOv11 Mars-Rock-Detection-with-ROS2-and-YOLOv11 Public

    This project implements a rock detection system using ROS2 and YOLOv11. The system detects rocks in video input and controls a turtlesim robot to move toward the largest detected rock.

    Jupyter Notebook

  4. Multi-Room-Chat-Application Multi-Room-Chat-Application Public

    A command-line and GUI chat application that allows multiple users to send and receive messages in different chat rooms using RabbitMQ as middleware.

    JavaScript

  5. Simulated-Stock-Trading-System Simulated-Stock-Trading-System Public

    A simulated stock trading system with an exchange that matches buy and sell orders and a web interface for monitoring trades using RabbitMQ as middleware.

    JavaScript

  6. pytorch-step-by-step-learning pytorch-step-by-step-learning Public

    A repo documenting my learning journey through Deep Learning with PyTorch: Step-by-Step. Includes chapter notebooks, experiments, data prep, model training code, and ML explorations to build a stro…

    Jupyter Notebook