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20bd349 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 | from fastai.vision.all import *
import gradio as gr
learn = load_learner("export.pkl")
categories = ("Benign", "Malignant")
def classify_image(img):
pred,idx,probs = learn.predict(img)
return dict(zip(categories, map(float,probs)))
image = gr.Image()
label = gr.Label()
examples = ['benign.jpg','malignant.jpg']
title = 'Skin Cancer Predictor'
description = 'This app predicts skin cancer. For reference only.'
intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples, title=title, description=description)
intf.launch(inline=False)
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