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Blueprints for Text Analytics Using Python

Blueprints for Text Analytics Using Python

Machine Learning-Based Solutions for Common Real World (NLP) Applications

by Jens AlbrechtSidharth Ramachandran and Christian Winkler
Paperback
Publication Date: 12/01/2021

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Turning text into valuable information is essential for businesses looking to gain a competitive advantage. With recent improvements in natural language processing (NLP), users now have many options for solving complex challenges. But it's not always clear which NLP tools or libraries would work for a business's needs, or which techniques you should use and in what order.

This practical book provides data scientists and developers with blueprints for best practice solutions to common tasks in text analytics and natural language processing. Authors Jens Albrecht, Sidharth Ramachandran, and Christian Winkler provide real-world case studies and detailed code examples in Python to help you get started quickly.

  • Extract data from APIs and web pages
  • Prepare textual data for statistical analysis and machine learning
  • Use machine learning for classification, topic modeling, and summarization
  • Explain AI models and classification results
  • Explore and visualize semantic similarities with word embeddings
  • Identify customer sentiment in product reviews
  • Create a knowledge graph based on named entities and their relations
ISBN:
9781492074083
9781492074083
Category:
Database design & theory
Format:
Paperback
Publication Date:
12-01-2021
Language:
English
Publisher:
O'Reilly Media, Incorporated
Country of origin:
United States
Dimensions (mm):
233x195x23.37mm
Weight:
0.72kg

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