Geometric Foundations: From One-Hot to Distributed Vectors
Master the geometry of word representations. Prove one-hot limitations, analyze N-gram sparsity, and learn how distributed manifolds enable semantic generalization.
Content adapted from Efficient Estimation of Word Representations in Vector Space by Tomas Mikolov, Kai Chen, Greg Corrado, Jeffrey Dean.Original Source