Natural Language Processing for Beginners: Comprehensive Guide to Understanding Language with Machines
Natural Language Processing for Beginners: Comprehensive Guide to Understanding Language with Machines
English | January 1, 2024 | ISBN: N/A | ASIN: B0CRBJFBGM | 97 pages | EPUB | 0.77 Mb
Natural Language Processing (NLP) for Beginners is a comprehensive and accessible introduction to the fascinating world of NLP. Designed for beginners, this book takes you on a journey from the fundamental concepts of language and linguistics to the advanced applications of NLP in the real world.
Starting with the basics, you’ll explore the intricacies of language, understanding how words and sentences are structured. The book gradually introduces you to the building blocks of NLP, from tokenization to part-of-speech tagging, equipping you with the essential tools for text analysis.
As you delve deeper, you’ll uncover the power of text representation techniques such as word embeddings and TF-IDF. The chapters on language models and deep learning provide a hands-on approach to applying neural networks in natural language processing, opening the door to advanced applications like sentiment analysis, text classification, and named entity recognition.
The book also covers practical applications of NLP, including machine translation and chatbot development, guiding you through the process of building your own models. Throughout the journey, you’ll gain insights into the ethical considerations surrounding NLP and discover the current challenges and future directions of this dynamic field.
