Understanding Word2Vec: Unveiling the Mysteries of Word Embedding Generation
Discover the power of Word2Vec in NLP: Understand its models, applications, benefits, and challenges. Learn how to build and evaluate your own Word2Vec model.
Welcome to the "Practical Application of AI Large Language Model Systems" Series
In the previous lessons, we covered the basics of machine learning and NLP, giving you an initial understanding of AI. This lesson focuses on Word2Vec, which converts words into vectors.
In our last NLP lesson, after text preprocessing, we discussed feature extraction, which includes converting words into numerical forms so computers can understand. This process is what Word2Vec does.
Why Learn Word2Vec?
Understanding Word2Vec lays the foundation for grasping the principles of large models. Our course aims to help you understand large language models. Before diving into Transformers, we'll cover prerequisite knowledge, including Word2Vec and later Seq2Seq.
Let's begin with Word2Vec.