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The Handbook of NLP with Gensim

You're reading from   The Handbook of NLP with Gensim Leverage topic modeling to uncover hidden patterns, themes, and valuable insights within textual data

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Product type Paperback
Published in Oct 2023
Publisher Packt
ISBN-13 9781803244945
Length 310 pages
Edition 1st Edition
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Author (1):
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Chris Kuo Chris Kuo
Author Profile Icon Chris Kuo
Chris Kuo
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Table of Contents (24) Chapters Close

Preface 1. Part 1: NLP Basics
2. Chapter 1: Introduction to NLP FREE CHAPTER 3. Chapter 2: Text Representation 4. Chapter 3: Text Wrangling and Preprocessing 5. Part 2: Latent Semantic Analysis/Latent Semantic Indexing
6. Chapter 4: Latent Semantic Analysis with scikit-learn 7. Chapter 5: Cosine Similarity 8. Chapter 6: Latent Semantic Indexing with Gensim 9. Part 3: Word2Vec and Doc2Vec
10. Chapter 7: Using Word2Vec 11. Chapter 8: Doc2Vec with Gensim 12. Part 4: Topic Modeling with Latent Dirichlet Allocation
13. Chapter 9: Understanding Discrete Distributions 14. Chapter 10: Latent Dirichlet Allocation 15. Chapter 11: LDA Modeling 16. Chapter 12: LDA Visualization 17. Chapter 13: The Ensemble LDA for Model Stability 18. Part 5: Comparison and Applications
19. Chapter 14: LDA and BERTopic 20. Chapter 15: Real-World Use Cases 21. Assessments 22. Index 23. Other Books You May Enjoy

Real-World Use Cases

Innovation comes by referencing best practices and applications. While you have learned many NLP techniques throughout this book, it is important to brainstorm to find new applications for your services. How do you find ideas for new applications? In my lectures, I always emphasize the importance of literature review. A good literature review can deepen your technical knowledge for its strength and weakness. It reduces the learning curve when you cross into another industry and learn about a new domain. It simply helps you to gain the confidence to go into an uncharted area while you plan to apply new techniques.

There is a wide range of NLP applications in healthcare, clinical texts, legal documents, finance, and social media. Maybe you are looking for ideas to test your NLP skills or see other Gensim use cases for inspiration. This chapter presents a range of large-scale NLP projects in different industries. You will be inspired by their research questions...

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