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Developing Kaggle Notebooks

You're reading from  Developing Kaggle Notebooks

Product type Book
Published in Dec 2023
Publisher Packt
ISBN-13 9781805128519
Pages 370 pages
Edition 1st Edition
Languages
Author (1):
Gabriel Preda Gabriel Preda
Profile icon Gabriel Preda

Table of Contents (14) Chapters

Preface Introducing Kaggle and Its Basic Functions Getting Ready for Your Kaggle Environment Starting Our Travel – Surviving the Titanic Disaster Take a Break and Have a Beer or Coffee in London Get Back to Work and Optimize Microloans for Developing Countries Can You Predict Bee Subspecies? Text Analysis Is All You Need Analyzing Acoustic Signals to Predict the Next Simulated Earthquake Can You Find Out Which Movie Is a Deepfake? Unleash the Power of Generative AI with Kaggle Models Closing Our Journey: How to Stay Relevant and on Top Other Books You May Enjoy
Index

Analyzing the comments text

NLP is a field of AI that involves the use of computational techniques to enable computers to understand, interpret, transform, and even generate human language. NLP uses several techniques, algorithms, and models to process and analyze large datasets of text. Among these techniques, we can mention:

  • Tokenization: Breaks down text into smaller units, like words, parts of words, or characters
  • Lemmatization or stemming: Reduces the words to dictionary form or removes the last few characters to get to a common form (stem)
  • Part-of-Speech (POS) tagging: Assigns a grammatical category (for example, nouns, verbs, proper nouns, and adjectives) to each word in a sequence
  • Named Entity Recognition (NER): Identifies and classifies entities (for example, names of people, organizations, and places)
  • Word embeddings: Use a high-dimensional space to represent the words, a space in which the position of each word is determined by its relationship...
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