app.py

from fastapi import FastAPI
import joblib
import pandas as pd

app = FastAPI()

model = joblib.load('ModelV2.joblib')

@app.post("/predict")
async def predict(data: dict):
    df = pd.DataFrame([data])
    prediction = model.predict(df)
    return {"prediction": prediction.tolist()}

@app.get("/")
async def root():
    return {"message": "NPK Needs Prediction API"}