Название: Natural Language Processing for Beginners: Demystifying Language in the Digital Age Автор: Rayan Murray Издательство: Independently published Год: 2023 Страниц: 176 Язык: английский Формат: pdf Размер: 19.5 MB
Embark on a journey into the fascinating realm of Natural Language Processing for Beginners a comprehensive guide designed for beginners eager to explore the intersection of language and technology. In this user-friendly book, we demystify the complexities of NLP, breaking down intricate concepts into digestible, step-by-step explanations.
Starting with the basics of language structure, readers will gain a solid foundation before delving into the historical evolution of NLP and its pivotal role in today's technological landscape. Practical and hands-on, the book equips readers with the essential tools, programming languages, and libraries needed to begin their NLP journey, including insights into popular languages like Python and key libraries such as NLTK and SpaCy.
"Natural Language Processing for Beginners" goes beyond theory, guiding readers through the practical aspects of text preprocessing, introducing NLP fundamentals like Named Entity Recognition and Part-of-Speech tagging, and showcasing the integration of machine learning in NLP applications. With a focus on accessibility, the book takes readers through the process of building their first NLP model, providing a tangible and rewarding learning experience.
As the journey progresses, readers will explore advanced NLP techniques, including word embeddings and deep learning concepts like recurrent neural networks and attention mechanisms. The book also delves into real-world applications of NLP, from chatbots and virtual assistants to language translation and text summarization.
Ethical considerations take center stage, addressing issues of bias, fairness, and transparency in NLP models. Readers are empowered to make responsible AI choices and contribute to the development of ethical language-driven technologies. "Natural Language Processing for Beginners" doesn't just stop at the present; it explores future trends in NLP, providing a glimpse into emerging technologies and the evolving landscape of artificial intelligence.
Whether you're a student, a developer, or simply curious about the world of NLP, this book is your key to unlocking the potential of language processing. Packed with practical examples, real-world applications, and valuable resources for further learning, "Natural Language Processing for Beginners" is your passport to a captivating journey through the language-driven frontiers of technology.
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