Data Science, Machine Learning, NLP, Word Embeddings, AI.
of the network needing to scramble to learn many disparate ways to handle disconnected input, we instead let similar words “share” parameters and computation paths. Are sparse one-hot encodings always bad? There may be a few cases where it’s optimal to use sparse one-hot encoding over embeddings.