Add application file

app.py

@@ -0,0 +1,17 @@
+import gradio as gr
+from fastai.vision.all import *
+
+learn = load_learner("model.pkl")
+
+categories = ("Dog", "Cat")
+
+def image_classifier(im):
+    pred, idx, probs = learn.predict(im)
+    return dict(zip(categories, map(float, probs)))
+
+input = gr.inputs.Image(shape=(192, 192))
+output = gr.outputs.Label()
+examples = ["dog1.jpeg", "dog2.jpeg", "cat.jpeg"]
+
+interface = gr.Interface(fn=image_classifier, inputs=input, outputs=output, examples=examples)
+interface.launch()