app.py

import gradio as gr
from fastai.vision.all import *
learn=load_learner("model.pkl")

def classify_images(im):
    pred,idx,probs=learn.predict(im)
    s='Your submitted alphabet is '+pred
    return s



img=gr.Image(shape=(28,28),source="canvas",invert_colors=True)
label=gr.Label()
examples=["A.jpg","h.jpg","z.jpg"]

intf=gr.Interface(title="English Alphabets Recognition App",description="You can choose an example or draw in canvas. Press submit and model will recognize your input. This model only works on Capital Alphabets",fn=classify_images,inputs=img,outputs=label,examples=examples)
intf.launch(inline=False)