{"product_id":"explanatory-model-analysis-przemyslaw-biecek-9780367135591","title":"Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models","description":"\u003cp\u003e\u003cstrong\u003eExplanatory Model Analysis\u003c\/strong\u003e \u003cb\u003eExplore, Explain and Examine Predictive Models\u003c\/b\u003e is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for \u003ci\u003emodel exploration \u003c\/i\u003e(extraction of relationships learned by the model), \u003ci\u003emodel explanation \u003c\/i\u003e(understanding the key factors influencing model decisions) and \u003ci\u003emodel examination \u003c\/i\u003e(identification of model weaknesses and evaluation of model's performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Przemyslaw Biecek, Tomasz Burzykowski\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0367135590\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780367135591\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 03\/18\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 324\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.70lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 8.90h x 5.90w x 0.80d","brand":"Przemyslaw Biecek","offers":[{"title":"Hardcover","offer_id":43993438486783,"sku":"9780367135591","price":150.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_ec2fddd5-b324-41fb-bd5d-efe2050d2624.jpg?v=1683324345","url":"https:\/\/www.whiterainbookhouse.com\/products\/explanatory-model-analysis-przemyslaw-biecek-9780367135591","provider":"WR Book House","version":"1.0","type":"link"}