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Why are you responding to only parts of comments and ignoring the context around it? It just makes it look like strawmen arguments. > Can learn arbitrary funct
by slabity 4y ago
Why are you responding to only parts of comments and ignoring the context around it? It just makes it look like strawmen arguments.
> Can learn arbitrary functions says nothing about efficiency or any practical considerations.
This is absolutely true. A turing machine can perform any computation, but they are not really practical for anything outside of an academic exercise.
> A vanilla neural network can't learn a sine function or anything periodic, for inputs outside the range of the training data.
This is also true. A vanilla neural network isn't that useful outside of very basic tasks with a lot of training data. It's only when you start changing their shapes and using specialized techniques to fit the problem that they become practical. Even a simple task like classifying MNIST digits is done far more efficiently using a basic CNN than a vanilla NN.