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Book Details
Natural Language Processing in the Real World
Author(s) :Jyotika Singh

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ISBN : 9781041046059
Name : Natural Language Processing in the Real World
Price : Currency 2995.00
Author/s : Jyotika Singh
Type : Text Book
Pages : 362
Year of Publication : Rpt. 2025
Publisher : CRC Press / BSP Books
Binding : Paperback
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About the Book:

 

Natural Language Processing in the Real World is a practical guide for applying data science and machine learning to build Natural Language Processing (NLP) solutions. Where traditional, academic-taught NLP is often accompanied by a data source or dataset to aid solution building, this book is situated in the real world where there may not be an existing rich dataset.

This book covers the basic concepts behind NLP and text processing and discusses the applications across 15 industry verticals. From data sources and extraction to transformation and modelling, and classic Machine Learning to Deep Learning and Transformers, several popular applications of NLP are discussed and implemented.

This book provides a hands-on and holistic guide for anyone looking to build NLP solutions, from students of Computer Science to those involved in large-scale industrial projects.

Contents:

1.    NLP Basics

2.    Data Sources and Extraction

3.    Data Preprocessing and Transformation

4.    Data Modeling

5.    NLP Applications – Active Usage

6.    NLP Applications – Developing Usage

7.    Information Extraction and Text Transforming Models

8.    Text Categorisation and Affinities

9.    Chatbots

10. Customer Review Analysis

11. Recommendations and Predictions 

12. More Real-World Scenarios and Tips

About the Author:

Jyotika Singh is an accomplished data science expert specializing in Machine Learning and Natural Language?Processing (NLP). With a burning passion for sharing knowledge, Jyotika has graced countless stages as a sought-after speaker at prestigious conferences worldwide. Her remarkable aptitude for crafting inventive solutions using NLP and real-world datasets has garnered numerous patents strategically adopted by prestigious tech enterprises. As Director of Data Science at Placemark and having led the Data Science team at ICX Media, Jyotika's expertise shines through her invaluable contributions to multiple?industry?verticals generating multi-million-dollar revenue using practical application of data science and NLP. Moreover, her research at University of California, Los Angeles (UCLA) has further solidified her profound expertise. Jyotika is revered as the visionary creator of multiple open-source Python libraries, most notably pyAudio Processing. Beyond her technical accomplishments, Jyotika displays unwavering dedication to promoting diversity in STEM fields, mentoring aspiring talents, and actively engaging in global initiatives. Her exceptional contributions have garnered a multitude of prestigious awards, including her distinction as one of the top 50 Women of Impact in 2023 and her inclusion among the top 100 most influential people in Data 2022 by Data IQ. Additionally, Jyotika has been honored with the Data Science Leadership award in 2022 and the Leadership Excellence in Technology award in 2021, among other noteworthy accolades.
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