initial commit

backend/app/routers/predictions.py

@@ -0,0 +1,27 @@
+from fastapi import APIRouter, HTTPException
+from app.models.prediction import HousePredictionInput, HousePredictionOutput
+from app.services.ml_model import HousePricePredictor
+
+router = APIRouter()
+model = HousePricePredictor()
+
+@router.post("/predict", 
+    response_model=HousePredictionOutput,
+    summary="Predict house price",
+    description="Predicts the price of a house based on its features"
+)
+async def predict_price(input_data: HousePredictionInput) -> HousePredictionOutput:
+    try:
+        predicted_price, confidence_score, similar_listings = model.predict(
+            input_data.square_feet,
+            input_data.bedrooms,
+            input_data.bathrooms
+        )
+        
+        return HousePredictionOutput(
+            predicted_price=predicted_price,
+            confidence_score=confidence_score,
+            similar_listings=similar_listings
+        )
+    except Exception as e:
+        raise HTTPException(status_code=500, detail=str(e))