Generative AI & LLM Apps
Automate workflows and scale customer support with context-aware RAG pipelines and highly concurrent multi-agent LLM systems.
Computer Vision & Generative AI Engineer
Hi, I'm Muhammad Umar Fayyaz
About Me
Precision Meets Intelligence
I bridge the gap between academic AI research and production-grade software. I specialize in architecting scalable solutions—from deploying low-latency vehicle detection pipelines on live RTSP streams to engineering high-concurrency, multi-agent LLM systems.
Available for select freelance projects
Generative AI & LLMs
Building autonomous reasoning agents, RAG pipelines, and stateful conversational systems for high-concurrency.
Computer Vision
Deploying real-time object detection models (YOLO/OpenCV) for live video streams and RTSP processing.
MLOps & Deployment
Ensuring factually grounded responses, evaluating models, and orchestrating deployments using FastAPI and Docker.
Data Science
Leveraging predictive modeling, XGBoost, and data balancing techniques like SMOTE for actionable insights.
1+
Years Experience
6
Major Certifications
4+
AI Projects Deployed
5+
AI Models in Production
Service Focus
Services & Solutions
Practical AI engineering services designed for startups, businesses, and teams that need production-ready systems, not demos.
Computer Vision Systems
Reduce manual monitoring and improve safety with robust object detection and video analytics pipelines for live RTSP streams.
Machine Learning Pipelines
Drive actionable insights by engineering end-to-end predictive models, data prep workflows, and high-performance inference services.
AI Deployment & MLOps
Ensure system reliability by packaging models with FastAPI and Docker to ship maintainable, highly available AI architectures.
Experience
Professional Journey
A timeline of my professional work experience.
Jan 2026 – Present
Junior AI/Data Engineer
Macromodule Technologies, LLC
Architected a high-concurrency, multi-agent chatbot using local LLMs on GPU servers, reducing average response latency and supporting highly concurrent sessions. Deployed a real-time object detection pipeline maintaining peak FPS on live RTSP streams.
June 2025 – September 2025
AI Engineer (Intern)
The Hexaa
Developed autonomous reasoning agents with memory-aware conversation flows and retrieval-augmented generation to ensure factually grounded answers and drastically reduce hallucinations.
Education
Academic Background
A dedicated timeline of my education and formal training.
M.Phil. Artificial Intelligence
Punjab University College of Information Technology
August 2025 – 2027 (Expected)
M.Phil. Artificial Intelligence
Punjab University College of Information Technology
I am currently in my 2nd semester of the MPhil in Artificial Intelligence program at PUCIT. Building on my Computer Science background, my academic and research focus spans Machine Learning, Computer Vision, Deep Learning, Neural Networks, Pattern Recognition, and Generative Models. I am actively exploring advanced research and practical applications in these domains to contribute to solving complex, real-world challenges through AI-driven innovation.
BS Computer Science
University of Engineering & Technology, Lahore
December 2021 – May 2025
BS Computer Science
University of Engineering & Technology, Lahore
I have completed my degree in Computer Science at the University of Engineering & Technology in May 2025, with a focus on Data Science, Machine Learning, and Artificial Intelligence. My coursework included advanced statistics, data mining, and algorithm development. Graduating with a CGPA of 3.85, I am dedicated to applying my knowledge and skills to build a successful career in technology. I am passionate about leveraging theoretical foundations to solve real-world challenges through projects and collaborative initiatives.
Portfolio
Featured Projects
A selection of impactful AI solutions I have architected and deployed in production environments.
Real-Time Vehicle Object Detection
A deep learning model developed to accurately detect and track multiple vehicles on live RTSP video streams using advanced architectures.
PyTorchYOLOOpenCVCUDA
Click to view case study →
Multi-Agent Chatbot
Engineered and deployed a high-concurrency multi-agent chatbot using local LLMs on GPU servers to efficiently handle simultaneous user requests.
LangChainLocal LLMsFastAPI
Click to view case study →
Heart Disease Prediction Model
A predictive model assessing heart disease risk utilizing SMOTE data balancing techniques and a real-time interactive console for live predictions.
Scikit-LearnXGBoostPandas
Click to view case study →
Autonomous Reasoning Agents
Built stateful conversational agents with persistent memory and precise RAG pipelines during an internship at The Hexaa.
LangGraphVector DBsPrompt Engineering
Click to view case study →
Skills & Expertise
Technical Expertise
A comprehensive overview of the frameworks, models, and tools I use to build robust AI architectures.
AI & Data Science
Generative AI / LLMs / RAG
Expert
Computer Vision & Deep Learning
Advanced
Machine Learning (Scikit-Learn/XGBoost)
Advanced
Data Visualization & Pandas
Expert
Frameworks & Infrastructure
Python / SQL
Expert
PyTorch / TensorFlow
Advanced
LangChain & LangGraph
Proficient
FastAPI / Docker / MLflow
Proficient
Python
PyTorch
TensorFlow
YOLO
OpenCV
LangChain
FastAPI
Docker
CUDA
Supervised Learning
Unsupervised Learning
SQL
Credentials
Professional Certificates
Recognitions and certifications that validate practical AI engineering and deployment skills.
Supervised Machine Learning: Regression and Classification
Coursera (offered by Stanford University)
Python Supervised Learning Regression Classification
AWS Educate Machine Learning Foundations
Amazon Web Services (AWS)
Machine Learning Deep Learning Supervised Learning Unsupervised Learning
Machine Learning Specialization
LangChain Academy
LangChain LangGraph vector DBs RAG Pipelines
Data Science & Machine Learning Training
Dice Analytics
Data Science Machine Learning XGBoost Data Visualization
Python for Data Science - Real Time Exercises
Udemy
Data Science Python Real-Time Exercises
Complete Data Science & Machine Learning Course
Udemy
Supervised Learning Regression Data Science Machine Learning
Get In Touch
Start a Conversation
Interested in AI engineering solutions or collaboration? I am ready to help solve complex challenges.
contact@umarfayyaz.me
Phone
+92 346 458 3675
Location
Lahore, Pakistan
Ready to deploy production AI? Let's discuss your next project architecture.
© 2026 Muhammad Umar Fayyaz. All rights reserved.