{"product_id":"natural-language-annotation-for-machine-james-pustejovsky-9781449306663","title":"Natural Language Annotation for Machine Learning: A Guide to Corpus-Building for Applications","description":"\u003cp\u003eCreate your own natural language training corpus for machine learning. Whether you're working with English, Chinese, or any other natural language, this hands-on book guides you through a proven annotation development cycle--the process of adding metadata to your training corpus to help ML algorithms work more efficiently. You don't need any programming or linguistics experience to get started. \u003c\/p\u003e\u003cp\u003eUsing detailed examples at every step, you'll learn how the \u003ci\u003eMATTER Annotation Development Process\u003c\/i\u003e helps you \u003cb\u003eM\u003c\/b\u003eodel, \u003cb\u003eA\u003c\/b\u003ennotate, \u003cb\u003eT\u003c\/b\u003erain, \u003cb\u003eT\u003c\/b\u003eest, \u003cb\u003eE\u003c\/b\u003evaluate, and \u003cb\u003eR\u003c\/b\u003eevise your training corpus. You also get a complete walkthrough of a real-world annotation project. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eDefine a clear annotation goal before collecting your dataset (corpus) \u003c\/li\u003e\n\u003cli\u003eLearn tools for analyzing the linguistic content of your corpus \u003c\/li\u003e\n\u003cli\u003eBuild a model and specification for your annotation project \u003c\/li\u003e\n\u003cli\u003eExamine the different annotation formats, from basic XML to the Linguistic Annotation Framework \u003c\/li\u003e\n\u003cli\u003eCreate a gold standard corpus that can be used to train and test ML algorithms \u003c\/li\u003e\n\u003cli\u003eSelect the ML algorithms that will process your annotated data \u003c\/li\u003e\n\u003cli\u003eEvaluate the test results and revise your annotation task \u003c\/li\u003e\n\u003cli\u003eLearn how to use lightweight software for annotating texts and adjudicating the annotations \u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003eThis book is a perfect companion to O'Reilly's \u003ci\u003eNatural Language Processing with Python\u003c\/i\u003e.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e James Pustejovsky, Amber Stubbs\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1449306667\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781449306663\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/04\/2012\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 339\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.21lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.01h x 7.07w x 0.73d\u003c\/p\u003e","brand":"James Pustejovsky","offers":[{"title":"Paperback","offer_id":43980391219455,"sku":"9781449306663","price":39.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_f150e91e-4f75-4ae2-aa31-037f35cec763.jpg?v=1683249660","url":"https:\/\/www.whiterainbookhouse.com\/products\/natural-language-annotation-for-machine-james-pustejovsky-9781449306663","provider":"WR Book House","version":"1.0","type":"link"}