This is the trained neural network for the XOR operator:
Can I find something like a trained network for recognizing hand writing digits somewhere on the internet? Is there an "official format" for trained neural networks?
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What about the super popular and classical MINIST? Tensorflow has a nice tutorial:
Just follow the instructions!
There are many pre-trained models but for more complicated task, I recommend to check out Caffe Model Zoo.