Applied Text Analysis with Python PDF
By:Benjamin Bengfort,Rebecca Bilbro,Tony Ojeda
Published on 2018-06-11 by |O'Reilly Media, Inc.|
From news and speeches to informal chatter on social media, natural language is one of the richest and most underutilized sources of data. Not only does it come in a constant stream, always changing and adapting in context; it also contains information that is not conveyed by traditional data sources. The key to unlocking natural language is through the creative application of text analytics. This practical book presents a data scientist’s approach to building language-aware products with applied machine learning. You’ll learn robust, repeatable, and scalable techniques for text analysis with Python, including contextual and linguistic feature engineering, vectorization, classification, topic modeling, entity resolution, graph analysis, and visual steering. By the end of the book, you’ll be equipped with practical methods to solve any number of complex real-world problems. Preprocess and vectorize text into high-dimensional feature representations Perform document classification and topic modeling Steer the model selection process with visual diagnostics Extract key phrases, named entities, and graph structures to reason about data in text Build a dialog framework to enable chatbots and language-driven interaction Use Spark to scale processing power and neural networks to scale model complexity
This Book was ranked at 9 by Google Books for keyword Applied.
Book ID of Applied Text Analysis with Python's Books is lK1fDwAAQBAJ, Book which was written byBenjamin Bengfort,Rebecca Bilbro,Tony Ojedahave ETAG "QBBaeszDP1c"
Book which was published by |O'Reilly Media, Inc.| since 2018-06-11 have ISBNs, ISBN 13 Code is 9781491962992 and ISBN 10 Code is 1491962992
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