I want to make a simple application that input is an image and output must be 0 if image is dog and 1 if image is cat. Is it possible to detect cats from dogs in image with single layer perceptron?

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    $\begingroup$ I think its best you try it and see if the results are good enough for your requirements $\endgroup$ – lox Apr 17 '19 at 16:27

No, that's just not possible.

Although the perceptron initially seemed promising, it was quickly proved that perceptrons could not be trained to recognise many classes of patterns.

Check the Wikipedia article on the subject.

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