Video anomaly detection
Computer Vision
Suspicious Crowd Behavior Detection
A two-stage cascade pipeline that flags anomalous behavior in surveillance video.
- ROC-AUC
- 0.924
- Precision
- 91.5%
- PyTorch
- X3D-S
- XGBoost
- FastAPI
- React
- MongoDB
I’m Muzammil — an AI engineer and Automation Developer at JobLogic. I also help businesses replace repetitive work with reliable AI — agents, document automation, knowledge assistants and custom ML, taken from idea to production.
Download résumé (PDF)
Currently
Automation Developer @ JobLogic
Rank #1 · 4× Gold Medalist
BS Artificial Intelligence
Experience across
AI automation consulting
I design, build and deploy automation that plugs into the tools you already use — with people in the loop wherever judgment matters.
Replace repetitive, rules-heavy work — data entry, routing, reporting, approvals — with reliable automated pipelines.
Assistants that understand requests, use your tools and APIs to get things done, and hand off to a person when it matters.
Let your team and customers ask questions of your docs, SOPs, manuals and tickets — and get grounded answers with sources.
Turn invoices, forms, emails and PDFs into clean, structured data — validated and pushed straight into your systems.
Purpose-built models for classification, forecasting, anomaly detection and video analytics when off-the-shelf AI isn't enough.
Take a notebook or prototype to a monitored, scalable service — APIs, CI/CD, containers and cloud deployment done properly.
Selected work
From video anomaly detection to LLM pipelines and MLOps platforms — built to run, not just to demo.
Video anomaly detection
Computer Vision
A two-stage cascade pipeline that flags anomalous behavior in surveillance video.
Scrape → match → tailor
Automation · GenAI & LLMs
Scrapes roles, ranks them against a résumé and tailors a CV for each top match with LLMs.
Data → train → deploy
MLOps
An automated ML lifecycle platform — versioned data, tracked experiments and CI/CD to the cloud.
How we'd work together
A low-risk process: you see real results early and stay in control throughout.
A free 30-minute call to understand your workflow, goals and constraints — and an honest answer on whether AI is the right fit.
I map the process, find the highest-ROI opportunities and design the solution: architecture, data flow, success metrics and risks.
Working software early, with regular demos on your real data so you can steer while it's built.
Production deployment with monitoring, documentation and a walkthrough for your team.
Kind words
From clients, collaborators and the faculty who taught me.
“I worked with Muzammil on a weather-based clothing and activities recommendation system during our Applied Recommendation Systems course. He excelled in fine-tuning multiple LLMs, integrating RAG, and implementing FAISS for efficient search. Muzammil's technical skills and collaborative approach make him highly suited for roles in AI and machine learning.”
Project Collaborator
Applied Recommendation Systems
“I have taught a course on Object Oriented Programming to Muzammil. Through the course, I realized that his understanding extends beyond theory, as he consistently integrates OOP into practical problem-solving and software development tasks, showcasing both clarity in design and efficiency in execution. Some of his key qualities are diligence, focus, and commitment. I can safely place him in the bracket of the top 10% students of my teaching span. I confidently recommend him for computing jobs in general with good wishes to a brighter future.”
Hafiz Saud Arshad
Ph.D. Researcher · FAST-NUCES
“Working with Muzammil was an absolute pleasure. He's a true professional with deep technical expertise. I needed a highly specific assembly language project done, and Muzammil not only delivered exactly what I wanted but also provided valuable insights to improve the final product. The communication throughout the project was clean and he was quick to respond to any questions I had.”
Independent Client
Technical consulting engagement
“Muzammil has built a strong profile in Programming for AI, working with libraries and frameworks such as NumPy, Pandas, scikit-learn, TensorFlow, and OpenCV. He has applied these tools in tasks ranging from data analysis and web scraping to building and training machine learning models, showing both versatility and depth. His ability to bridge programming with applied AI solutions highlights his potential as a capable and impactful AI Engineer.”
Dr. Muhammad Fayyaz
Associate Professor & HoD (CS) · FAST-NUCES
“Muzammil has developed a solid foundation in Mathematics for Artificial Intelligence, mastering key areas such as linear algebra, probability, statistics, and calculus that are essential for modern AI. He complements this mathematical strength with strong programming skills and the ability to apply advanced AI concepts in practice. His capability to connect theory with implementation allows him to design, train, and optimize intelligent systems with both precision and efficiency. This balance of analytical rigor and practical problem-solving highlights his potential to excel as an AI Engineer in both research and industry.”
Dr. Mushtaq Ahmad
Associate Professor & HoD · FAST-NUCES
Tell me about it. I'll show you what can be automated, what it would take, and what it's worth — the first call is free.