You will get a Custom Sports AI MVP Real-Time Tracking & Scoring
Top Rated
Top Rated
Project details
You will get a production-ready Sports AI MVP that works in real-time, on real devices, with real athletes.
I specialize exclusively in sports computer vision: ball tracking, shot detection, scoring automation, player movement analysis, and performance metrics. I have shipped 15+ production sports AI systems across tennis, volleyball, cricket, table tennis, badminton, and target sports. Not demos. Real apps used by real players and coaches.
What sets this project apart is the combination of sport-specific expertise and full-cycle delivery. I don't just train a model and hand you a Python script. I deliver a complete, deployable product: trained AI model, real-time video processing, performance dashboard, and platform deployment on iOS, Android, Web, or Desktop.
I work with sports startups, coaching platforms, and product teams who need an engineer that understands both the sport and the technology. My systems have generated over $35M in client value and I carry a 100% Job Success Score across 46 projects on Upwork.
If you are building a sports AI product and need it done right the first time, this project is built for you
I specialize exclusively in sports computer vision: ball tracking, shot detection, scoring automation, player movement analysis, and performance metrics. I have shipped 15+ production sports AI systems across tennis, volleyball, cricket, table tennis, badminton, and target sports. Not demos. Real apps used by real players and coaches.
What sets this project apart is the combination of sport-specific expertise and full-cycle delivery. I don't just train a model and hand you a Python script. I deliver a complete, deployable product: trained AI model, real-time video processing, performance dashboard, and platform deployment on iOS, Android, Web, or Desktop.
I work with sports startups, coaching platforms, and product teams who need an engineer that understands both the sport and the technology. My systems have generated over $35M in client value and I carry a 100% Job Success Score across 46 projects on Upwork.
If you are building a sports AI product and need it done right the first time, this project is built for you
Machine Learning Tools
Amazon SageMaker, Azure Machine Learning, BERT, Google AutoML, Keras, MLflow, NVIDIA AI Platform, OpenCV, pandas, Python, Python Scikit-Learn, PyTorch, scikit-learn, TensorFlow, Tesseract OCRWhat's included
| Service Tiers |
Starter
$800
|
Standard
$2,500
|
Advanced
$7,800
|
|---|---|---|---|
| Delivery Time | 14 days | 30 days | 45 days |
Number of Revisions | 1 | 2 | 3 |
Number of Model Variations | 1 | 2 | 3 |
Number of Scenarios | 0 | 1 | 2 |
Number of Graphs/Charts | 1 | 1 | 1 |
Model Validation/Testing | - | ||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code |
Frequently asked questions
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EQ
Emil Q.
Jun 3, 2026
Golf Swing Tracer & Club Detection Technical Cons
Muhammad did excellent work on a technically demanding project and was a genuinely easy collaborator.
He was fast, detail-oriented, and clearly experienced. He took the time to properly understand our references and existing logic. Communication was crisp: he asked clarifying questions instead of guessing, kept calls short and focused, and delivered a clear, structured plan without fluff or generic AI-style language.
Overall, I’m very happy with the outcome and would really recommend working with Muhammad.
He was fast, detail-oriented, and clearly experienced. He took the time to properly understand our references and existing logic. Communication was crisp: he asked clarifying questions instead of guessing, kept calls short and focused, and delivered a clear, structured plan without fluff or generic AI-style language.
Overall, I’m very happy with the outcome and would really recommend working with Muhammad.
KB
Kevin B.
May 28, 2026
Media Pipe. POC . CV Lacrosse
CM
Colton M.
May 18, 2026
Automated Drill Video Processing MVP - Phase 1
KS
Kristof S.
May 18, 2026
30 minute consultation
Good consultation
CM
Colton M.
Jan 30, 2026
30 minute consultation
About Muhammad
Computer Vision & AI Agent | Python - MediaPipe - YOLO Real-Time
100%
Job Success
Karachi, Pakistan - 10:19 pm local time
I've shipped 54+ that didn't.
⚙️YOLO Detection | Pose Estimation | Object Tracking | AI Agents | LLM Integration
Sports & Fitness AI | CCTV & Surveillance AI | Retail AI | Healthcare AI
You have a working concept... or a clear problem involving cameras, video, or image data. The challenge is making it fast, accurate, and stable under real-world conditions. Wrong framework choices. Inference too slow for live video. Models that break the moment lighting, angle, or environment changes. And systems that detect things but can't reason about them or act on them autonomously. That's exactly where most builds stall.
I design and build real-time computer vision pipelines that go all the way... from model training to live deployment... and increasingly, from visual perception to autonomous AI agents that understand, decide, and narrate.
LLM APIs (OpenAI, GPT-4o, Gemini, Claude) | AWS (EC2, S3, Lambda) | Azure Cloud Services | MLOps & API Integration | Model Deployment & Scaling
While most CV engineers stop at training the model, I go further:
→ High-speed inference optimization using TensorRT, ONNX, OpenVINO, FP16/INT8 (up to 5× faster)
→ LLM agents integrated with vision pipelines for alerts, reasoning, and automation
→ Mobile AI deployment using Core ML (iOS) and TFLite (Android) with 10+ shipped apps
→ Edge AI deployment on Jetson, OpenVINO, CUDA, and embedded systems
→ End-to-end pipelines: data → training → optimization → real-time deployment
Key Accomplishments:
⭐ $5M+ revenue from AI solutions
⭐ 100+ computer vision systems delivered
⭐ Built and launched 2 SaaS products
⭐ Real-time sports AI (7+ sports, 15+ teams)
⭐ 10+ mobile AI apps (iOS Core ML, Android TFLite)
⭐ Production AI for surveillance, industrial & safety use cases
⭐ Medical imaging AI deployed in 5+ hospitals
⭐ Up to 5× faster inference (ONNX, TensorRT, FP16/INT8)
⭐ Large-scale tracking & re-ID (1M+ labeled data)
⭐ Agentic AI systems for autonomous decision-making
If you have read this far, please note that I appreciate you taking the time to learn about me. Personally, it’s been an amazing journey and knowledge exercise to get to this level of competence in AI and software development.
Domain Expertise:
✅ athlete tracking | shot detection | scoring | drill analysis | pose estimation
✅ defect inspection | PPE compliance | staff monitoring | meter reading | quality control
✅ ANPR | crowd monitoring | people counting | intrusion detection | perimeter security
✅ tumor detection | ultrasound | X-ray/CT analysis | lesion segmentation | medical imaging
✅ aerial monitoring | traffic flow | license plate recognition | vehicle & accident detection
✅ customer analytics | receipt extraction | shelf monitoring | inventory tracking
Tech Stack:
YOLOv5–YOLOv8–YOLOv11, Detectron2, MMDetection, DeepSORT, StrongSORT, MediaPipe, OpenPose, Pose Estimation, Action Recognition, Segmentation (semantic & instance), OCR, anomaly detection, object tracking, PyTorch, TensorFlow, TFLite, Core ML, OpenCV, FastAPI, Flask, ONNX, TensorRT, OpenVINO, CUDA, AWS, Azure, GCP, edge AI, mobile AI, real-time inference, video analytics, AI automation, LLM integration (GPT-4o, Claude, Gemini, Groq), LangChain, LangGraph, CrewAI, RAG systems.
💬 If your project involves cameras, video, or images... and you need it fast, accurate, fully deployed, and intelligent enough to reason and act autonomously... I am the engineer you are looking for.
Steps for completing your project
After purchasing the project, send requirements so Muhammad can start the project.
Delivery time starts when Muhammad receives requirements from you.
Muhammad works on your project following the steps below.
Revisions may occur after the delivery date.
Step#1
Requirements Review and Project Scoping (Day 1-2)
Step#2
Data Collection and Dataset Preparation (Day 3-5)