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Let's say I have a small bitmap that contains a single digit (0..9) in handwriting.

Is it possible to detect the digit using a (two-layered) perceptron?

Are there other possibilities to detect single digits from bitmaps besides using neural nets?

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Yes, you can use perceptron to detect hand-written digits as the Neural Network approach the problem in a different manner. The main idea is to take a large number of handwritten digits, known as training examples. You can see the training examples below:

image

For a better understanding of the working of perceptron in detecting the hand-written digits, you can refer the following link:http://neuralnetworksanddeeplearning.com/chap1.html

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