Machine Learning Model Deployment

Production-ready ML model deployment patterns and best practices.

Deployment Patterns

FastAPI Model Serving

from fastapi import FastAPI
from pydantic import BaseModel
import joblib
import numpy as np

app = FastAPI()

# Load model at startup
model = joblib.load('model.pkl')