Create app.py

app.py

@@ -0,0 +1,23 @@
+from fastapi import FastAPI
+import joblib
+import numpy as np
+
+app = FastAPI()
+
+# Load trained model
+model = joblib.load("web_attack_detection_model.pkl")
+
+@app.get("/")
+def home():
+    return {"message": "ML Model API is running"}
+
+@app.post("/predict")
+def predict(data: list):
+    
+    input_data = np.array(data).reshape(1, -1)
+    
+    prediction = model.predict(input_data)
+    
+    return {
+        "prediction": prediction.tolist()
+    }