MLOps Model Serving Platform

Machine learning deployment service with training pipeline and prediction API.

Features

Model training pipeline
Model serialization
Inference API
Simple model registry structure

Tech Stack

Python
FastAPI
Scikit-learn
Joblib

Project Structure

models/train.py – model training
serving/api.py – prediction API
registry – model registry
monitoring – metrics tracking

Install

pip install -r requirements.txt

Train Model

python models/train.py

Run API

uvicorn serving.api:app --reload

Endpoint

POST /predict