Rizwan M.

I build real-time computer vision systems that actually work in production, helping businesses reduce costs, automate monitoring, and eliminate human error. If you're dealing with missed defects, inaccurate counting, or unreliable surveillance systems, I can design and deploy AI-powered solutions that run efficiently on edge devices (Jetson, Raspberry Pi) or in the cloud. WHAT I BUILD FOR YOU ✅ Object Detection & Multi-Object Tracking (YOLOv5, YOLOv8, ByteTrack, DeepSORT, BOTSort) ✅ Real-Time Video Analytics — people counting, crowd monitoring, heatmaps ✅ Industrial Inspection & Defect Detection (manufacturing QA automation) ✅ Smart Surveillance Systems — intrusion detection, zone monitoring, alerts ✅ OCR & Document AI — license plates, barcodes, form data extraction ✅ Face Recognition & Identity Verification Systems ✅ Custom Computer Vision Models — training, fine-tuning, evaluation EDGE AI & DEPLOYMENT (MY CORE STRENGTH) ✅ NVIDIA Jetson (Nano, Orin), Raspberry Pi, Hailo deployment ✅ TensorRT, ONNX optimization (low latency, high FPS) ✅ OpenCV real-time pipelines & video processing ✅ FastAPI / REST APIs / Docker-based deployment ✅ Cloud + GPU inference APIs (AWS-ready systems) I don’t just train models, I build complete, production-ready systems optimized for real-world constraints. REAL-WORLD SOLUTIONS I’VE BUILT ✔️ Real-time fall detection system on NVIDIA Jetson ✔️ Industrial defect detection pipelines for manufacturing ✔️ Zone monitoring & object tracking systems ✔️ Optimized inference pipelines using TensorRT + ONNX INDUSTRIES I WORK WITH Retail Analytics | Industrial QA | Smart Security | Healthcare Imaging Logistics & Warehousing | Agriculture | Smart Cities | Surveillance Wild life and Geo images analysis HOW I WORK 1. Understand your use case & define success metrics 2. Design system architecture (model + pipeline + deployment) 3. Build, optimize, and test with real-world data 4. Deliver scalable, production-ready solutions WHY CLIENTS CHOOSE ME ✔️ Production-focused (not just demos) ✔️ High-performance systems (low latency, optimized FPS) ✔️ Clean, maintainable, scalable code ✔️ Clear communication & reliable delivery ✔️ Long-term support after deployment If you need a computer vision engineer who understands both AI models and real-world deployment challenges, let’s talk. 📩 Message me with your use case, and I’ll suggest the best approach for your project.