neural networks

Classification using character-level Long Short-Term Memory (LSTM) neural networks

Bilbo, Silenor, Avandaryl, Nardil, Cymbalta. Only one of these is actually the name of a character created by J.R.R.Tolkien, author of the classic The Lord of the Rings trilogy. Could we solve this problem using artificial neural networks?