End-to-End Computer Vision App Development by Panisa KraiwattanapongEnd-to-End Computer Vision App Development by Panisa Kraiwattanapong
End-to-End Computer Vision App DevelopmentPanisa Kraiwattanapong
Cover image for End-to-End Computer Vision App Development
I build custom computer vision applications tailored to your real-world needs—whether it’s object detection, OCR, tracking, or quality inspection. With 5+ years of experience in AI, robotics, and edge deployment, I design scalable, efficient solutions that bridge hardware and software. Let’s turn your visual data into intelligent action.

What's included

Custom Computer Vision Model
• Trained model for object detection, classification, segmentation, or OCR • Delivered as a serialized file (.pt, .pb, .pkl, etc.)
Complete Source Code
• Clean, well-documented Python or C++ code • Includes preprocessing, model inference, and postprocessing logic
Deployment-Ready Script or API
• Flask/FastAPI or CLI interface for running the model • Dockerfile (optional) for easy deployment
Documentation & Usage Guide
• Setup instructions, dependencies, and how to run the application • Model performance summary and limitations
Starting at$200
Duration1 week
Tags
OpenCV
Python
PyTorch
Streamlit
TensorFlow
Backend Engineer
Data Scientist
ML Engineer
Service provided by
Panisa Kraiwattanapong Koh Samui, Thailand
End-to-End Computer Vision App DevelopmentPanisa Kraiwattanapong
Starting at$200
Duration1 week
Tags
OpenCV
Python
PyTorch
Streamlit
TensorFlow
Backend Engineer
Data Scientist
ML Engineer
Cover image for End-to-End Computer Vision App Development
I build custom computer vision applications tailored to your real-world needs—whether it’s object detection, OCR, tracking, or quality inspection. With 5+ years of experience in AI, robotics, and edge deployment, I design scalable, efficient solutions that bridge hardware and software. Let’s turn your visual data into intelligent action.

What's included

Custom Computer Vision Model
• Trained model for object detection, classification, segmentation, or OCR • Delivered as a serialized file (.pt, .pb, .pkl, etc.)
Complete Source Code
• Clean, well-documented Python or C++ code • Includes preprocessing, model inference, and postprocessing logic
Deployment-Ready Script or API
• Flask/FastAPI or CLI interface for running the model • Dockerfile (optional) for easy deployment
Documentation & Usage Guide
• Setup instructions, dependencies, and how to run the application • Model performance summary and limitations
$200