| !pip install fastai | |
| from fastai.vision.all import * | |
| import gradio as gr | |
| learner = load_learner('model.pkl') | |
| categories = ("Dog", "Cat") | |
| def infer(img): | |
| _, _, prob = learner.predict(img) | |
| return dict(zip(categories, map(float, prob))) | |
| image = gr.inputs.Image(shape(192, 192)) | |
| label = gr.outputs.Label() | |
| iface = gr.Interface(fn=infer, inputs=image, outputs=label) | |
| iface.launch() |