Understanding Word2Vec Principles

Understanding Word2Vec Principles

Word2Vec is an NLP tool launched by Google in 2013. Its feature is to vectorize all words, allowing for a quantitative measurement of the relationships between words and the exploration of connections among them. 01 Basics of Word Vectors Word Vector: A representation of words in a vector space. Why not use simple one-hot representation … Read more

Deep Learning Models for Text Representation

Deep Learning Models for Text Representation

Deep learning has opened a new chapter in machine learning, and currently, there have been groundbreaking research advances in deep learning applications in image and speech. Deep learning has long been praised as an artificial intelligence algorithm similar to the structure of the human brain. So why has there been no substantial progress in the … Read more

Introduction to Contextual Word Representations in NLP

Introduction to Contextual Word Representations in NLP

Excerpt from arXiv Author: Noah A. Smith Translated by Machine Heart Contributors: Panda The basics of natural language processing involve the representation of words. Noah Smith, a professor of Computer Science and Engineering at the University of Washington, recently published an introductory paper on arXiv that explains how words are processed and represented in natural … Read more