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Update app.py
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app.py
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@@ -66,10 +66,12 @@ with gr.Blocks() as demo:
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probability_model = tf.keras.Sequential([model, tf.keras.layers.Softmax()])
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# Normalize the pixel values
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# Make a prediction using the model
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prediction = probability_model.predict(
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# Postprocess the prediction and return it
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return np.argmax(predictions[0])
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probability_model = tf.keras.Sequential([model, tf.keras.layers.Softmax()])
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# Normalize the pixel values
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# assuming image_array is your input image array of shape (552, 3)
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resized_array = np.resize(img, (28, 28)) # resize the array to (28, 28)
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input_array = np.expand_dims(resized_array, axis=0) # add an extra dimension to represent the batch size
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# Make a prediction using the model
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prediction = probability_model.predict(img_array)
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# Postprocess the prediction and return it
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return np.argmax(predictions[0])
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