9

Exploring Transformers

Transformers are a new type of machine learning model that has completely revolutionized the way human language is processed and understood. These models can analyze huge amounts of data, find and understand complex patterns with hitherto unmatched accuracy, and produce insights that would otherwise be impossible for humans to obtain on tasks such as translation, text summarization, and text generation.

Transformers are powerful because they can handle large amounts of data, and learn from previous examples to make better predictions. They have totally “transformed” (pun intended) NLP and have outperformed traditional methods in many NLP tasks, quickly becoming state of the art.

In this chapter, we will introduce transformers, ...

Get Machine Learning for Emotion Analysis in Python now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.