Items related to Natural Language Processing and Computational Linguistics:...
Natural Language Processing and Computational Linguistics: A practical guide to text analysis with Python, Gensim, spaCy, and Keras - Softcover
Synopsis
Learn NLP working through data and understand statistical NLP and deep learning
Key Features
- A soup-to-nuts introduction to natural language processing
- A introduction to 4 language processing frameworks, each with their strengths and particular application area
- An introduction to NLP with deep learning and Keras.
Book Description
Natural language processing is like the secret sauce of artificial intelligence and machine learning. It is basically impossible to process unstructured data without it, and we should not forget that all data starts its existence as unstructured or semi-structured data.
This book is a broad introduction to natural language processing, travelling through data cleaning and computational linguistics, before presenting the more sophisticated areas of statistical NLP and deep learning. Correspondingly, the author emphasizes that the best frameworks should be used for applications they are best suited for, for instance, GenSim for topic modeling or Keras for deep learning.
In all, Beginning Natural Language Processing does not go deep into libraries and frameworks, but tries to get the reader fired up about the power of natural language processing.
What you will learn
- You will learn to clearly distinguish basic NLP terminology, e.g. you will know the difference between computational linguistics and natural language processing
- You will learn how to prepare text and corpora for analysis using computational linguistic methods
- Among other things, you will study the role of deep learning, particularly Keras, in the context of unstructured data, a role where RNNs and similar methods excel
- You will get to know the power of SpaCy in general NLP, a new open source framework focusing on natural language processing
- And you will learn how to apply GenSim for topic modeling and Scikit
- Learn for basic text processing
Who This Book Is For
Fluency in Python is assumed. Basic statistics is helpful. Given that this book introduces natural language processing from first principles, it helps, although it is not a requirement, to be familiar with basic linguistics.
"synopsis" may belong to another edition of this title.
About the Author
Bhargav Srivinasa-Desikan is a student researcher working for INRIA in Lille, France. He is part of the MODAL (Models of Data Analysis and Learning) team, and he works on metric learning, predictor aggregation and data visualization. He also contributes to open source machine learning projects, particularly dynamic topic models for Gensim.
"About this title" may belong to another edition of this title.
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Natural Language Processing and Computational Linguistics
Published by
Packt Publishing Limited, 2023
ISBN 10: 178883853X
ISBN 13: 9781788838535
Used
Softcover
Seller: World of Books (was SecondSale), Montgomery, IL, U.S.A.
Seller rating 5 out of 5 stars
Condition: Good. Work with Python and powerful open source tools such as Gensim and spaCy to perform modern text analysis, natural language processing, and computational linguistics algorithms. About This Book ? Discover the open source Python text analysis ecosystem, using spaCy, Gensim, scikit-learn, and Keras ? Hands-on text analysis with Python, featuring natural language processing and computational linguistics algorithms ? Learn deep learning techniques for text analysis Who This Book Is For This book is for you if you want to dive in, hands-first, into the interesting world of text analysis and NLP, and you're ready to work with the rich Python ecosystem of tools and datasets waiting for you! What You Will Learn ? Why text analysis is important in our modern age ? Understand NLP terminology and get to know the Python tools and datasets ? Learn how to pre-process and clean textual data ? Convert textual data into vector space representations ? Using spaCy to process text ? Train your own NLP models for computational linguistics ? Use statistical learning and Topic Modeling algorithms for text, using Gensim and scikit-learn ? Employ deep learning techniques for text analysis using Keras In Detail Modern text analysis is now very accessible using Python and open source tools, so discover how you can now perform modern text analysis in this era of textual data. This book shows you how to use natural language processing, and computational linguistics algorithms, to make inferences and gain insights about data you have. These algorithms are based on statistical machine learning and artificial intelligence techniques. The tools to work with these algorithms are available to you right now - with Python, and tools like Gensim and spaCy. You'll start by learning about data cleaning, and then how to perform computational linguistics from first concepts. You're then ready to explore the more sophisticated areas of statistical NLP and deep learning using Python, with realistic language and text samples. You'll learn to tag, parse, and model text using the best tools. You'll gain hands-on knowledge of the best frameworks to use, and you'll know when to choose a tool like Gensim for topic models, and when to work with Keras for deep learning. This book balances theory and practical hands-on examples, so you can learn about and conduct your own natural language processing projects and computational linguistics. You'll discover the rich ecosystem of Python tools you have available to conduct NLP - and enter the interesting world of modern text analysis. Style and approach The book teaches NLP from the angle of a practitioner as well as that of a student. This is a tad unusual, but given the enormous speed at which new algorithms and approaches travel from scientific beginnings to industrial implementation, first principles can be clarified with the help of entirely practical examples. Seller Inventory # 00106226227
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Natural Language Processing and Computational Linguistics: A practical guide to text analysis with Python, Gensim, spaCy, and Keras
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ISBN 13: 9781788838535
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Natural Language Processing and Computational Linguistics
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ISBN 13: 9781788838535
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Natural Language Processing and Computational Linguistics: A practical guide to text analysis with Python, Gensim, spaCy, and Keras
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ISBN 10: 178883853X
ISBN 13: 9781788838535
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