May 29, 2024 · Artificial Intelligence

How to Build Word Vectors from Scratch: A Step‑by‑Step Guide

This article explains the fundamentals of word vectors in NLP, walks through constructing them via co‑occurrence matrices and dimensionality reduction, demonstrates the process with a concrete example and Python code, and evaluates the resulting embeddings using cosine similarity.

NLPPythonSVD

0 likes · 7 min read

How to Build Word Vectors from Scratch: A Step‑by‑Step Guide

Alibaba Cloud Developer

Sep 22, 2016 · Artificial Intelligence

How Deep Learning is Transforming NLP: Dialogue Systems, Parsing, and Word Vectors

This article reviews the latest ACL research on deep‑learning‑driven natural‑language processing, covering advances in spoken dialogue policy optimization, retrieval‑based chatbots, information extraction, sentiment analysis, syntactic parsing efficiency, and word‑ and sentence‑vector techniques, highlighting key papers, datasets, and future challenges.

Deep LearningDialogue Systemsnatural language processing

0 likes · 17 min read

How Deep Learning is Transforming NLP: Dialogue Systems, Parsing, and Word Vectors