1. Introduction Hello everyone! After the Lantern Festival and the New Year, let’s embrace the new year with vigor! A few days ago, while browsing Xiaohongshu, I came across a post titled: Useful! Treasure WeChat Public Accounts in the Field of Information Science. I took a closer look and saw our Information Science Charging Station. … Read more
Author: Guo Bi Yang This article mainly summarizes the computational and programming problems from cs224n’s assignment 2. I found this assignment design to be excellent, progressing step by step, with both theory and practice, and a moderate level of difficulty. The overall structure feels more like a detailed tutorial. Therefore, I will review and reflect … Read more
Reading time: approximately 5 minutes Follow the little blogger and improve a bit every day Author: gan Link: https://zhuanlan.zhihu.com/p/36312907 Background Introduction and Some Intuitive Understandings Word2Vec is a word vector model proposed by Google in 2012, which includes two models, Continuous Bag of Words (CBOW) and Skip Gram. The two models build word prediction models … Read more
Analyst Network of Machine Heart Author: Wang Zijia Editor: Joni In this article, the author first introduces the basic knowledge of word2vec to the readers, and then uses six papers as examples to detail how current research utilizes classic word2vec for expansion research. The key focus of the author is the generation process of the … Read more
Words from Xiaolin For beginners who have never been exposed to NLP or Linux, even simple questions can become obstacles to achieving the final results. So, experts, please refrain from reading. No matter what, keep going; there is always a solution. “ Corpus: In statistical natural language processing, it is actually impossible to observe large-scale … Read more
Submitted by Tang Zhengyang ｜ Market Manager at CreditX Big Data Digest looks forward to receiving various excellent submissions Submission email: [email protected] “In the current more inclusive market environment, the customer base and scope of new financial services have further deepened and expanded, with business forms tending to be more small, dispersed, high-efficiency, and scalable. … Read more
Deep Learning Author: louwill From: Deep Learning Notes Language models are one of the core concepts in natural language processing. Word2Vec is a neural network-based language model and a method for word representation. Word2Vec includes two structures: skip-gram and CBOW (Continuous Bag of Words), but essentially both are operations for dimensionality reduction of vocabulary. Word2Vec … Read more
Author: JayLou, NLP Algorithm Engineer Zhihu Column: High Energy NLP Journey This article is authorized, click “Read the original” at the end: https://zhuanlan.zhihu.com/p/56382372 This article summarizes word vectors in natural language processing in a Q&A format: including Word2Vec, GloVe, FastText, ELMo, and BERT. Table of Contents 1. Text Representation and Comparison of Word Vectors 1. … Read more
This is a relatively early summary article. Although the content is simple, I personally find it easy to understand. Word2Vec is the cornerstone of natural language processing technology, and a deep understanding of the principles of Word2Vec is crucial for NLP practitioners. For a long time, I have been unclear about the implementation reasons behind … Read more
Big Data DigestProduced by Author: Jay Alammar Embedding is one of the most fascinating ideas in machine learning. If you have ever used Siri, Google Assistant, Alexa, Google Translate, or even your smartphone keyboard for next word prediction, you have likely benefited from this idea that has become central to natural language processing models. Over … Read more