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BoltTaha/README.md

πŸ‘‹ Hey, I'm Muhammad Taha

AI/ML Engineer | Full-Stack Developer | LLM Systems Specialist

BoltTaha Projects LinkedIn Email


πŸš€ About Me

I'm building production-grade AI systems that solve real-world problems. With hands-on experience in LLM integration, computer vision, and full-stack development, I turn AI from research into deployed, scalable solutions on AWS.

  • 🧠 Specializing in: LLM systems (Gemini, Claude), computer vision pipelines, risk-scoring engines, data-intensive backends
  • πŸ’» Tech Stack: Python, JavaScript, React, Express, Flask, TensorFlow, PyTorch, Docker
  • 🌐 Deployment: AWS EC2, Lambda, serverless architecture, production ML pipelines
  • πŸ“š Track Record: 15+ projects shipped, 10+ freelance clients, AWS Cloud Club co-lead
  • πŸŽ“ Status: 3rd-year CS student at FAST-NUCES (Class of 2027) β€” ready for internship roles

πŸ’‘ Featured Projects

Python β€’ YOLOv8 β€’ EfficientNet-B0 β€’ OpenCV | Freelance Project

Built a real-time video analytics pipeline for a youth basketball client. Fine-tuned YOLOv8 with EfficientNet-B0 binary classifier for false positive reduction. Auto-exports 20-second highlight clips with parabolic arc verification and timestamped accuracy. Production deployed.

JavaScript β€’ Express β€’ MongoDB β€’ React β€’ Gemini Vision

Production fraud detection system supporting 8+ Pakistani payment apps (EasyPaisa, JazzCash, NayaPay). Built async upload pipelines with Gemini Vision OCR, perceptual hash near-duplicate detection, and weighted risk-scoring engine. Live on AWS EC2 with PM2 + Nginx.

Python β€’ Gemini β€’ Gradio

3-tier hierarchical LLM memory system that compresses conversation history into summaries and extracted facts. Achieves 7.7x context extension on long sessions. Rate limiting, exponential backoff fallback, and live Gradio UI for memory inspection.

Python β€’ Streamlit β€’ Gemini AI

AI-powered tool converting handwritten notes (PDFs/images) to clean LaTeX and PDF output. Parallel batch processing for efficiency, diagram recognition (UML/flowcharts), and full session isolation. Perfect for students and researchers.

Python β€’ OpenCV β€’ Azure DevOps | Freelance Project

Production preprocessing pipeline for million-page scanned records: rotation/deskew correction, artifact removal, bleed-through suppression, and contrast normalization. Integrated with Azure DevOps CI/CD for reproducible batch execution. Reduced manual preprocessing time by ~60%.

Python β€’ Flask β€’ scikit-learn β€’ TensorFlow

Full-stack ML system analyzing 105K+ articles for crisis detection. Logistic Regression + Neural Networks for 5-class categorization, TF-IDF feature extraction, A* search for multi-event risk paths. Flask REST API with interactive dashboard and model explainability outputs.


πŸ› οΈ Tech Stack

python javascript cplusplus

pytorch tensorflow numpy pandas

flask mongodb firebase

react dart

aws docker linux git

Languages: Python, JavaScript, C++, Dart, SQL, C

ML & Computer Vision: TensorFlow, PyTorch, scikit-learn, OpenCV, YOLOv8, EfficientNet, Keras

Specializations: LLM Integration (Gemini, Claude), Risk Scoring, Image Forensics, Perceptual Hashing, Production ML Pipelines

Backend: Flask, Express, FastAPI, Firebase, MongoDB, SQLite, Parquet

Frontend: React, Vite, Streamlit, Flutter

Cloud & DevOps: AWS (EC2, Lambda), Docker, PM2, Nginx, CI/CD


🎯 Current Focus

  • πŸ€– Advanced LLM systems and memory architectures
  • 🎬 Computer vision pipelines for production environments
  • ☁️ Scalable cloud deployment patterns on AWS
  • πŸš€ Open-source AI tooling & community mentorship
  • πŸ’Ό Seeking AI Engineering internship roles

πŸ’¬ Why Work With Me?

βœ… Production Experience β€” 10+ freelance clients, live deployments on AWS βœ… Full-Stack Capability β€” Backend to frontend, ML to DevOps βœ… Real Metrics β€” Not toy projects; 99.2% optimization, 7.7x improvements, millions of records processed βœ… Current Skills β€” Cloud deployment, LLMs, computer vision, risk scoring engines βœ… Proven Learner β€” AWS Cloud Club co-lead, multiple certifications, hands-on with cutting-edge AI


🀝 Let's Connect


Building production AI systems that matter. Let's create something great together. πŸš€

Pinned Loading

  1. BoltTaha BoltTaha Public

  2. stack-and-queue-visualizer-with-raylib stack-and-queue-visualizer-with-raylib Public

    A C++ and Raylib-based tool to visualize stack and queue operations, including push, pop, enqueue, dequeue, and reversing elements.

    Makefile

  3. 2nd-Semester-OOP-Project-Developing-Tetris-with-Object-Oriented-Programming-and-Raylib 2nd-Semester-OOP-Project-Developing-Tetris-with-Object-Oriented-Programming-and-Raylib Public

    CS1004 Object Oriented Programming | Spring 2024

    C++

  4. CS2001-Data-Structures CS2001-Data-Structures Public

    CS2001 - Data Structures | Fall 2024 | Dr. Qasim Jan

    C++

  5. CS1004-Object-Oriented-Programming CS1004-Object-Oriented-Programming Public

    CS1004-Object Oriented Programming | Spring 2024 | Dr Bilal Khan

    C++

  6. CS1002-Programming-Fundamentals CS1002-Programming-Fundamentals Public

    CS1002-Programming Fundamentals | Fall 2023 | ENGR.MUHAMMAD UMER HAROON

    C