ML Model Development and DeploymentEmmanuel Nwanguma
I'll take your trained machine learning model and deploy it as a production-ready REST API with FastAPI and Docker ready for real traffic, not just local testing.
What's included:
FastAPI REST API wrapping your model
Request validation and error handling
Docker containerization for reproducible deployment
Basic model monitoring setup
Deployment to your chosen platform (Render, Railway, AWS, GCP)
API documentation (auto-generated via FastAPI)
Works with scikit-learn, PyTorch, Hugging Face, and most Python ML frameworks.
Starting at$150
Duration1 week
Tags
Docker
FastAPI
Hugging Face
Python
API Development
Deployment
Machine Learning
MLOps
Service provided by
Emmanuel Nwanguma Lagos, Nigeria
- 1
- Followers
ML Model Development and DeploymentEmmanuel Nwanguma
Starting at$150
Duration1 week
Tags
Docker
FastAPI
Hugging Face
Python
API Development
Deployment
Machine Learning
MLOps
I'll take your trained machine learning model and deploy it as a production-ready REST API with FastAPI and Docker ready for real traffic, not just local testing.
What's included:
FastAPI REST API wrapping your model
Request validation and error handling
Docker containerization for reproducible deployment
Basic model monitoring setup
Deployment to your chosen platform (Render, Railway, AWS, GCP)
API documentation (auto-generated via FastAPI)
Works with scikit-learn, PyTorch, Hugging Face, and most Python ML frameworks.
$150