It turns out that understanding the British public is not rocket science. The British appreciate honesty and they also have a bonkers off-the-wall sense of humour like me.
The thing that interests me least about the radio business is the radio business. But I've had to learn a little bit about it. It's not rocket science: You get ratings that's good.
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If you just have a single problem to solve then fine go ahead and use a neural network. But if you want to do science and understand how to choose architectures or how to go to a new problem you have to understand what different architectures can and cannot do.