What is the Optimal Performance of a Neural Network?

We can now build, train and test Neural Networks but what is the best way to evaluate whether a Network is doing well or not. Let's learn, how to find out what the best possible performance is for a Neural Network before starting to tune it to achieve best results.
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[@razdingz]

excuses me Ms.IceCream, can u recommend tool for viz neural nets? meanink , i am wanntingz to showingz peoplis how iz my neural network classification imaging , u kno this ? thank you very much, have a nice day , how are you