Natural Language Processing Projects

Build Next-Generation NLP Applications Using AI Techniques

By: Adarsha Shivananda, Anoosh Kulkarni, Akshay Kulkarni

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Paperback | 4 December 2021

At a Glance

Paperback
336 Pages

Dimensions(cm)
17.8 x 25.5 x 2.3

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$89.99

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Leverage machine learning and deep learning techniques to build fully-fledged natural language processing (NLP) projects. Projects throughout this book grow in complexity and showcase methodologies, optimizing tips, and tricks to solve various business problems. You will use modern Python libraries and algorithms to build end-to-end NLP projects.

The book starts with an overview of natural language processing (NLP) and artificial intelligence to provide a quick refresher on algorithms. Next, it covers end-to-end NLP projects beginning with traditional algorithms and projects such as customer review sentiment and emotion detection, topic modeling, and document clustering. From there, it delves into e-commerce related projects such as product categorization using the description of the product, a search engine to retrieve the relevant content, and a content-based recommendation system to enhance user experience. Moving forward, it explains how to build systems to find similar sentences using contextual embedding, summarizing huge documents using recurrent neural networks (RNN), automatic word suggestion using long short-term memory networks (LSTM), and how to build a chatbot using transfer learning. It concludes with an exploration of next-generation AI and algorithms in the research space.

By the end of this book, you will have the knowledge needed to solve various business problems using NLP techniques.

What You Will Learn

Implement full-fledged intelligent NLP applications with Python
Translate real-world business problem on text data with NLP techniques
Leverage machine learning and deep learning techniques to perform smart language processing
Gain hands-on experience implementing end-to-end search engine information retrieval, text summarization, chatbots, text generation, document clustering and product classification, and more

Who This Book Is For

Data scientists, machine learning engineers, and deep learning professionals looking to build natural language applications using Python

Industry Reviews

"For experienced NLP analysts, the book does provide an interesting collection of example problems and solutions, but such readers will need to exert some effort to extract useful knowledge and practice from the content." (Harry J. Foxwell, Computing Reviews, November 11, 2022)

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