00000cmm a2200000 i 4500 UP-99796217613297517 Buklod 20230320133949.0 m |o d | cr ||||||||||| 230320t20182018mau u eng d 9780081006597 (eBook) (iLib)UPD-00475870034 DLC DENGII rda eng DMLUC Q 325.5 G67 2018eb Gori, Marco author. Machine learning a constraint-based approach Marco Gori. Cambridge Morgan Kaufmann [2018] 1 online resource text rdacontent computer rdamedia online resource rdacarrier Includes bibliographical references and index. IP based subscription, on campus and remote access. Access via Electronic Resources of the UPD Engineering Library and University Library websites. Machine Learning: A Constraint-Based Approach 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. The 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. This 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.--Provided by publisher. Electronic reproduction. Cambridge Morgan Kaufmann 2018. Available via World Wide Web through ScienceDirect. Machine learning. Algorithms. Electronic books. Electronic Resource https://doi.org/10.1016/C2015-0-00237-4 Available for University of the Philippines System via ScienceDirect. Click here to access https://www-sciencedirect-com.ezproxy.engglib.upd.edu.ph/book/9780081006597/machine-learning#book-info Also available remotely for University of the Philippines System via ScienceDirect. Click here to access thru EZproxy FO UPD DENG-II Q 325.5 G67 2018EB Electronic Resource