Product Description & Reviews
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 representationsPerform document classification and topic modelingSteer the model selection process with visual diagnosticsExtract key phrases, named entities, and graph structures to reason about data in textBuild a dialog framework to enable chatbots and language-driven interactionUse Spark to scale processing power and neural networks to scale model complexity
Features & Highlights
|Item Size:||0.6 x 9 x 9 inches|
|Package Weight:||0.44 pounds|
|Package Size:||9.84 x 0.39 x 0.39 inches|
Have questions about this item, or would like to inquire about a custom or bulk order?
If you have any questions about this product, contact us by completing and submitting the form below. If you are looking for a specif part number, please include it with your message.
By Microsoft Press
mpn: 9780735611313, ean: 9780735611313, isbn: 9780735611313,
By Peter Lang GmbH, Internationaler Verlag der Wissenschaften
ean: 9783631667521, isbn: 9783631667521,
By Adobe Press
mpn: 49953070, ean: 9780134852522, isbn: 0134852524,
By O'Reilly Media
mpn: 49013226, ean: 9781491989388, isbn: 9781491989388,