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
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Build Next-Generation NLP Applications Using AI Techniques
Produktdetaljer
ISBN
9781484273869
Publisert
2021
Utgiver
Springer Nature
Språk
Product language
Engelsk
Format
Product format
Digital bok