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You are not doing anything wrong, model that works with one dataset does not mean it will work in another dataset. MNIST datasets are much easier to classify than CIFAR10.
Keras is validated so at least you know your results are not due to some programming mistake. Also just check how many citations Keras has, it is a bit over 3000. scholar.google.de/…