{"product_id":"machine-learning-marco-gori-9780081006597","title":"Machine Learning: A Constraint-Based Approach","description":"\u003cp\u003e\u003ci\u003eMachine Learning: A Constraint-Based Approach\u003c\/i\u003e provides readers with a refreshing look at the basic models and algorithms of machine learning, with an emphasis on current topics of interest that includes neural networks and kernel machines. \u003c\/p\u003e \u003cp\u003eThe book presents the information in a truly unified manner that is based on the notion of learning from environmental constraints. While regarding symbolic knowledge bases as a collection of constraints, the book draws a path towards a deep integration with machine learning that relies on the idea of adopting multivalued logic formalisms, like in fuzzy systems. A special attention is reserved to deep learning, which nicely fits the constrained- based approach followed in this book.\u003c\/p\u003e \u003cp\u003eThis book presents a simpler unified notion of regularization, which is strictly connected with the parsimony principle, and includes many solved exercises that are classified according to the Donald Knuth ranking of difficulty, which essentially consists of a mix of warm-up exercises that lead to deeper research problems. A software simulator is also included.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Marco Gori\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0081006594\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780081006597\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Morgan Kaufmann Publishers\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/13\/2017\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 580\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.56lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.10h x 7.50w x 1.00d","brand":"Marco Gori","offers":[{"title":"Paperback","offer_id":48112808296703,"sku":"9780081006597","price":99.95,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_13eccaae-f21e-412c-af0c-baa977071c8f.jpg?v=1769611081","url":"https:\/\/www.whiterainbookhouse.com\/products\/machine-learning-marco-gori-9780081006597","provider":"WR Book House","version":"1.0","type":"link"}