Natural Language Processing Projects
Build Next-Generation NLP Applications Using AI Techniques
Produktform: Buch / Einband - flex.(Paperback)
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.
Data scientists, machine learning engineers, and deep learning professionals looking to build natural language applications using Python
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