Natural Language Processing Projects Build Next-Generation NLP Applications Using AI Techniques
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Sprache:Englisch
56,99 €
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Beschreibung
Produktdetails
Einband
Taschenbuch
Erscheinungsdatum
04.12.2021
Abbildungen
XVII, 317 p. 197 illus.
Verlag
ApressSeitenzahl
317
Maße (L/B/H)
25,4/17,8/1,9 cm
Gewicht
634 g
Auflage
1st ed.
Sprache
Englisch
ISBN
978-1-4842-7385-2
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.
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
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