{"product_id":"applied-text-analysis-with-python-enabling-language-aware-data-products-with-machine-learning-9781491963043","title":"Applied Text Analysis with Python: Enabling Language Aware Data Products with Machine Learning","description":"\u003cp\u003e • Author(s): Benjamin Bengfort\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Data Analytics\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eFrom 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. \u003c\/p\u003e\u003cp\u003e 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. \u003c\/p\u003e\u003cul\u003e \u003cli\u003ePreprocess and vectorize text into high-dimensional feature representations \u003c\/li\u003e\n\u003cli\u003ePerform document classification and topic modeling \u003c\/li\u003e\n\u003cli\u003eSteer the model selection process with visual diagnostics \u003c\/li\u003e\n\u003cli\u003eExtract key phrases, named entities, and graph structures to reason about data in text \u003c\/li\u003e\n\u003cli\u003eBuild a dialog framework to enable chatbots and language-driven interaction \u003c\/li\u003e\n\u003cli\u003eUse Spark to scale processing power and neural networks to scale model complexity \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45032546795671,"sku":"9781491963043","price":4549.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781491963043.webp?v=1769208173","url":"https:\/\/atlanticbooks.com\/products\/applied-text-analysis-with-python-enabling-language-aware-data-products-with-machine-learning-9781491963043","provider":"Atlantic Books","version":"1.0","type":"link"}