AI Engineer

Hi, I'm Muhammad Umar Fayyaz

About Me

Precision Meets Intelligence

I am an AI Engineer with experience in machine learning, deep learning, and computer vision. My expertise spans building scalable solutions, from real-time vehicle detection to high-concurrency multi-agent chatbots utilizing local LLMs and LangChain implementations.

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
100%
Commitment
Service Focus

Services & Solutions

Practical AI engineering services designed for startups, businesses, and teams that need production-ready systems, not demos.

Generative AI & LLM Apps

Build chatbots, copilots, RAG pipelines, and multi-agent systems with LangChain, LangGraph, and production APIs.

Computer Vision Systems

Create object detection and video analytics workflows for RTSP streams, inspection, monitoring, and automation.

Machine Learning Pipelines

Develop predictive models, data prep workflows, evaluation loops, and deployable inference services.

AI Deployment & MLOps

Package models with FastAPI and Docker, then ship maintainable AI systems that can run reliably in production.

Experience

Professional Journey

A timeline of my professional work experience.

Jan 2026 – Present

Junior AI/Data Engineer

Macromodule Technologies, LLC

Deployed real-time multi-vehicle object detection for live RTSP video streams using deep learning. Architected a high-concurrency, multi-agent chatbot using local LLMs on GPU servers.

June 2025 – September 2025

AI Engineer (Intern)

The Hexaa

Built autonomous reasoning agents and stateful conversational agents with persistent memory. Engineered RAG pipelines to ensure factually grounded and accurate AI responses.

Education

Academic Background

A dedicated timeline of my education and formal training.

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 details

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 details

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 details

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 details

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 / RAG90%
Computer Vision & Deep Learning85%
Machine Learning (Scikit-Learn/XGBoost)88%
Data Visualization & Pandas90%

Frameworks & Infrastructure

Python / SQL95%
PyTorch / TensorFlow85%
LangChain & LangGraph80%
FastAPI / Docker / MLflow80%
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.

2025

Machine Learning Specialization

LangChain Academy

LangChainLangGraphvector DBsRAG Pipelines

View Certificate

2025

AWS Educate Machine Learning Foundations

Amazon Web Services (AWS)

Machine LearningDeep LearningSupervised LearningUnsupervised Learning

View Certificate

2024

Data Science & Machine Learning Training

Dice Analytics

Data ScienceMachine LearningXGBoostData Visualization

View Certificate

2024

Python for Data Science - Real Time Exercises

Udemy

Data SciencePythonReal-Time Exercises

View Certificate

2024

Supervised Machine Learning: Regression and Classification

Coursera (offered by Stanford University)

PythonSupervised LearningRegressionClassification

View Certificate

2024

Complete Data Science & Machine Learning Course

Udemy

Supervised LearningRegressionData ScienceMachine Learning

View Certificate

Get In Touch

Start a Conversation

Interested in AI engineering solutions or collaboration? I am ready to help solve complex challenges.

Email

contact@umarfayyaz.me

Phone

+92 346 458 3675

Location

Lahore, Pakistan

👋

I typically respond within a few hours. Let's build the future with AI!

© 2026 Muhammad Umar Fayyaz.