I integrate AI and machine learning models into real applications, APIs, and web platforms.

If you already have a trained model, an open-source model, or an AI/ML pipeline that needs to be connected to your application, I can build the backend and application layer required to turn it into a usable feature.

Machine learning model integration

Deep learning model integration

PyTorch model integration

Computer vision models

AI inference APIs

Python & FastAPI model-serving APIs

Connecting models to web applications

Real-time AI/ML processing

Model input/output preprocessing

Frontend integration for AI features

Existing model debugging and integration

AI-powered application features

I primarily work with Python, PyTorch, FastAPI, and modern web technologies.

For existing models, I can handle the integration from model inference through backend APIs and, when required, the frontend application.

If you need a model trained or fine-tuned from scratch, I can first review the dataset, requirements, and model complexity to determine the appropriate scope and approach.