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Applied Text Analysis with Python: Enabling Language-Aware Data Products with Machine Learning


Super Savings Item! Save 34% on the Applied Text Analysis with Python: Enabling Language-Aware Data Products with Machine Learning by O'Reilly Media at Translate This Website. Hurry! Limited time offer. Offer valid only while supplies last. 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


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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

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Manufacturer:O'Reilly Media
Publisher:O'Reilly Media
Studio:O'Reilly Media
EAN:9781491963043
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

Applied Text Analysis with Python: Enabling Language-Aware Data Products with Machine Learning by O'Reilly Media

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Applied Text Analysis with Python: Enabling Language-Aware Data Products with Machine Learning

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