Create app.py

app.py

@@ -0,0 +1,25 @@
+import gradio as gr
+import joblib
+from textclassification import IndependentMultiLabelClassifier
+
+# Load the saved classifier model
+classifier = joblib.load('classifier_model.joblib')
+
+# Define the prediction function
+def predict_text(text):
+    predictions = classifier.predict_proba([text])
+    result = {category: prob for category, prob in predictions}
+    return result
+
+# Create the Gradio interface
+interface = gr.Interface(
+    fn=predict_text,
+    inputs=gr.Textbox(label="Enter your text"),
+    outputs=gr.Label(label="Prediction Scores"),
+    title="Multi-label Text Classifier",
+    description="Enter a text to see the prediction scores for each category."
+)
+
+# Launch the app
+if __name__ == "__main__":
+    interface.launch(share=True, debug=True)