-
Book Overview & Buying
-
Table Of Contents
Machine Learning for Emotion Analysis in Python
By :
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, discuss how they work, and look at some of their key components. We will then present Hugging Face and see how it helps in our task before introducing some useful existing transformer models. We’ll also show how...