What are Neural Networks?

I admit, I'm late to the whole Neural Network party.  With all of the major news covering AI that use neural network as part of their implementation, you'd have to be living under a rock to not know about them.  While it's true that they can provide more flexible models compared to the other machine learning algorithms, they can be challenging to work with.

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