NN is a very wide term applied in different contexts. When a NN is trained, it produces a set of parameters that basically define an algorithm to do inference

NN is a very wide term applied in different contexts. When a NN is trained, it produces a set of parameters that basically define an algorithm to do inference with: it's a very big one though. We also call that a NN (the joy of natural language).