Create app.py

app.py

@@ -0,0 +1,15 @@
+import mlflow.pyfunc
+import gradio as gr
+
+# Load the model from MLflow registry
+model = mlflow.pyfunc.load_model("models:/bert-toxic-classifier/1")
+
+def classify(text):
+    return model.predict([text])[0]
+
+gr.Interface(
+    fn=classify,
+    inputs=gr.Textbox(label="Enter your comment"),
+    outputs=gr.Textbox(label="Prediction"),
+    title="Toxic Comment Classifier"
+).launch()