{"product_id":"9781041066255","title":"Handbook of Bayesian Deep Learning","description":"\u003ch1\u003eHandbook of Bayesian Deep Learning\u003c\/h1\u003e\u003ch3\u003eBayesAI Consortium\u003c\/h3\u003e\u003cdiv\u003e\u003cb\u003eComputers \/ Data Science \/ Neural Networks\u003c\/b\u003e\u003c\/div\u003e\u003cbr\u003e\u003cdiv\u003e\n\u003cp\u003eThis book provides a thorough introduction to Bayesian deep learning (BDL) BDL brings Bayesian reasoning to deep neural networks with the aim of making predictions useful for rational decision-making under uncertainty. Deep neural networks provide powerful and flexible models for this purpose, while Bayesian inference offers a principled framework for representing evidence and uncertainty and for assessing the decisions that predictions inform.\u003c\/p\u003e\n\u003cp\u003eThe work develops a broad view of BDL, combining a principal route through Bayesian methods with foundational and mathematical aspects, questions of scalability to contemporary models and datasets, applications, and topical developments. It places BDL within a wider perspective on machine learning: not as a specialised corner of the field, but as a framework for building powerful models while remaining formal about evidence, uncertainty, and the decisions that give predictions their purpose. Written by a large team of co-authors, the book covers a wide spectrum of methods in Bayesian deep learning, covering recent advances in the field.\u003c\/p\u003e\n\u003cp\u003eA self-contained introduction to BDL, the book is perfect for students, researchers and practitioners interested in learning about, adopting or advancing Bayesian deep learning.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003cp\u003e\u003cb\u003eTheodore Papamarkou\u003c\/b\u003e, National Technical University of Athens, Greece\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eClaudio Agostinelli\u003c\/b\u003e, University of Trento, Trento, Italy\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eLaurence Aitchison\u003c\/b\u003e, University of Bristol, Bristol, UK\u003cbr\u003e \u003cb\u003eEmanuel Aldea\u003c\/b\u003e, Université Paris-Saclay, Gif-sur-Yvette, France\u003cbr\u003e \u003cb\u003eRichard Allmendinger\u003c\/b\u003e, The University of Manchester, Manchester, UK\u003cbr\u003e \u003cb\u003eSebastian Ament\u003c\/b\u003e, Meta, New York, USA\u003cbr\u003e \u003cb\u003eBen Anson\u003c\/b\u003e, University of Bristol, Bristol, UK\u003cbr\u003e \u003cb\u003eJulyan Arbel\u003c\/b\u003e, Centre Inria de l'Université Grenoble Alpes, Grenoble, France\u003cbr\u003e \u003cb\u003eEytan Bakshy\u003c\/b\u003e, Meta, New York, USA\u003cbr\u003e \u003cb\u003eMax Balandat\u003c\/b\u003e, Meta, New York, USA\u003cbr\u003e \u003cb\u003eNicola Bariletto\u003c\/b\u003e, University of Texas at Austin, Austin, USA\u003cbr\u003e \u003cb\u003eFreddie Bickford Smith\u003c\/b\u003e, University of Oxford, Oxford, UK\u003cbr\u003e \u003cb\u003eBattista Biggio\u003c\/b\u003e, University of Cagliari, Cagliari, Italy\u003cbr\u003e \u003cb\u003eMichele Caprio\u003c\/b\u003e, University of Warwick, Coventry, UK\u003cbr\u003e \u003cb\u003eNeil Chada\u003c\/b\u003e, City University of Hong Kong, Hong Kong, Hong Kong SAR, China\u003cbr\u003e \u003cb\u003eWenlin Chen\u003c\/b\u003e, University of Cambridge, Cambridge, UK\u003cbr\u003e \u003cb\u003eWenlong Chen\u003c\/b\u003e, Imperial College London, London, UK\u003cbr\u003e \u003cb\u003eNathaël Da Costa\u003c\/b\u003e, University of Tübingen, Tübingen AI Center, Tübingen, Germany\u003cbr\u003e \u003cb\u003eNico Daheim\u003c\/b\u003e, TU Darmstadt, Darmstadt, Germany\u003cbr\u003e \u003cb\u003eAndreas Damianou\u003c\/b\u003e, Spotify, London, UK\u003cbr\u003e \u003cb\u003eMichael Deistler\u003c\/b\u003e, University of Tübingen, Tübingen AI Center, Tübingen, Germany\u003cbr\u003e \u003cb\u003eDavid Dunson\u003c\/b\u003e, Duke University, Durham, USA\u003cbr\u003e \u003cb\u003eNikita Durasov\u003c\/b\u003e, École polytechnique fédérale de Lausanne, Lausanne, Switzerland\u003cbr\u003e \u003cb\u003eMaurizio Filippone\u003c\/b\u003e, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia\u003cbr\u003e \u003cb\u003eLucia Filippozzi\u003c\/b\u003e, University of Trento, Trento, Italy\u003cbr\u003e \u003cb\u003eGergely Flamich\u003c\/b\u003e, Imperial College London, London, UK\u003cbr\u003e \u003cb\u003eVincent Fortuin\u003c\/b\u003e, University of Technology Nuremberg, Nuremberg, Germany\u003cbr\u003e \u003cb\u003eGianni Franchi\u003c\/b\u003e, AMIAD, Palaiseau, France\u003cbr\u003e \u003cb\u003eGiorgio Fumera\u003c\/b\u003e, University of Cagliari, Cagliari, Italy\u003cbr\u003e \u003cb\u003eYarin Gal\u003c\/b\u003e, University of Oxford, Oxford, UK\u003cbr\u003e \u003cb\u003eWenbo Gong\u003c\/b\u003e, Microsoft, Cambridge, UK\u003cbr\u003e \u003cb\u003eYuqi Gu\u003c\/b\u003e, Columbia University, New York, USA\u003cbr\u003e \u003cb\u003eCheng Guo\u003c\/b\u003e, The University of Manchester, Manchester, UK\u003cbr\u003e \u003cb\u003eNick Hauptvogel\u003c\/b\u003e, University of Copenhagen, Copenhagen, Denmark\u003cbr\u003e \u003cb\u003eJiajun He\u003c\/b\u003e, University of Cambridge, Cambridge, UK\u003cbr\u003e \u003cb\u003ePhilipp Hennig\u003c\/b\u003e, University of Tübingen, Tübingen AI Center, Tübingen, Germany\u003cbr\u003e \u003cb\u003eJosé Miguel Hernández-Lobato\u003c\/b\u003e, University of Cambridge, Cambridge, UK\u003cbr\u003e \u003cb\u003eNhat Ho\u003c\/b\u003e, University of Texas at Austin, Austin, USA\u003cbr\u003e \u003cb\u003eClara Hoffmann\u003c\/b\u003e, Karlsruhe Institute of Technology, Karlsruhe, Germany\u003cbr\u003e \u003cb\u003eAliaksandr Hubin\u003c\/b\u003e, NMBU and University of Oslo, Oslo, Norway\u003cbr\u003e \u003cb\u003eChristian Igel\u003c\/b\u003e, University of Copenhagen, Copenhagen, Denmark\u003cbr\u003e \u003cb\u003eAjay Jasra\u003c\/b\u003e, Chinese University of Hong Kong, Shenzhen, Shenzhen, China\u003cbr\u003e \u003cb\u003eMatt Jones\u003c\/b\u003e, U. Colorado, Boulder, Colorado, USA\u003cbr\u003e \u003cb\u003eNadja Klein\u003c\/b\u003e, Karlsruhe Institute of Technology, Karlsruhe, Germany\u003cbr\u003e \u003cb\u003eOlivier Laurent\u003c\/b\u003e, Université Paris-Saclay, Gif-sur-Yvette, France\u003cbr\u003e \u003cb\u003eKody J. H. Law\u003c\/b\u003e, The University of Manchester, Manchester, UK\u003cbr\u003e \u003cb\u003eEmanuele Ledda\u003c\/b\u003e, University of Cagliari, Cagliari, Italy\u003cbr\u003e \u003cb\u003eBolian Li\u003c\/b\u003e, Purdue University, West Lafayette, USA\u003cbr\u003e \u003cb\u003eYingzhen Li\u003c\/b\u003e, Imperial College London, London, UK\u003cbr\u003e \u003cb\u003eXinzhu Liang\u003c\/b\u003e, The University of Manchester, Manchester, UK\u003cbr\u003e \u003cb\u003eJakob H Macke\u003c\/b\u003e, ELLIS Institute Tübingen, University of Tübingen, Tübingen AI Center, Tübingen, Germany\u003cbr\u003e \u003cb\u003eStephan Mandt\u003c\/b\u003e, University of California, Irvine, Irvine, USA\u003cbr\u003e \u003cb\u003eLuckeciano Carvalho Melo\u003c\/b\u003e, University of Oxford, Oxford, UK\u003cbr\u003e \u003cb\u003eBenjamin Kurt Miller\u003c\/b\u003e, University of Amsterdam, Amsterdam, Netherlands\u003cbr\u003e \u003cb\u003eEdward Milsom\u003c\/b\u003e, University of Bristol, Bristol, UK\u003cbr\u003e \u003cb\u003eBruno Mlodozeniec\u003c\/b\u003e, University of Cambridge, Cambridge, UK\u003cbr\u003e \u003cb\u003eBálint Mucsányi\u003c\/b\u003e, University of Tübingen, Tübingen AI Center, Tübingen, Germany\u003cbr\u003e \u003cb\u003eSamuel Müller\u003c\/b\u003e, Meta, New York, USA\u003cbr\u003e \u003cb\u003eKevin Murphy\u003c\/b\u003e, Google DeepMind, Mountain View, USA\u003cbr\u003e \u003cb\u003eEric Nalisnick\u003c\/b\u003e, Johns Hopkins University, Baltimore, U.S.A.\u003cbr\u003e \u003cb\u003eMarcos Negre Saura\u003c\/b\u003e, The University of Manchester, Manchester, UK\u003cbr\u003e \u003cb\u003eChristopher Nemeth\u003c\/b\u003e, Lancaster University, Lancaster, U.K.\u003cbr\u003e \u003cb\u003eHuy Nguyen\u003c\/b\u003e, University of Texas at Austin, Austin, USA\u003cbr\u003e \u003cb\u003eKhai Nguyen\u003c\/b\u003e, Texas A\u0026amp;M University, College Station, USA\u003cbr\u003e \u003cb\u003eShreyas Padhy\u003c\/b\u003e, University of Cambridge, Cambridge, UK\u003cbr\u003e \u003cb\u003eKonstantina Palla\u003c\/b\u003e, Spotify, London, UK\u003cbr\u003e \u003cb\u003eWei Pan\u003c\/b\u003e, The University of Manchester, Manchester, UK\u003cbr\u003e \u003cb\u003eDhruvesh Patel\u003c\/b\u003e, UMass Amherst, Amherst, USA\u003cbr\u003e \u003cb\u003eAlina Peluso\u003c\/b\u003e, Oak Ridge National Laboratory, Oak Ridge, USA\u003cbr\u003e \u003cb\u003eSimon Pepin Lehalleur\u003c\/b\u003e, University of Duisburg-Essen, Essen, Germany\u003cbr\u003e \u003cb\u003eKonstantinos Pitas\u003c\/b\u003e, Centre Inria de l'Université Grenoble Alpes, Grenoble, France\u003cbr\u003e \u003cb\u003ePatrick Pynadath\u003c\/b\u003e, Purdue University, West Lafayette, USA\u003cbr\u003e \u003cb\u003eTom Rainforth\u003c\/b\u003e, University of Oxford, Oxford, UK\u003cbr\u003e \u003cb\u003eMaxime Robeyns\u003c\/b\u003e, University of Bristol, Bristol, UK\u003cbr\u003e \u003cb\u003eFabio Roli\u003c\/b\u003e, University of Genova, Genova, Italy\u003cbr\u003e \u003cb\u003eBreeshey Roskams-Hieter\u003c\/b\u003e, University of Edinburgh, Edinburgh, UK\u003cbr\u003e \u003cb\u003eSimone Rossi\u003c\/b\u003e, EURECOM, Biot, France\u003cbr\u003e \u003cb\u003eTim G. J. Rudner\u003c\/b\u003e, University of Toronto, Toronto, Canada\u003cbr\u003e \u003cb\u003eDavid Rügamer\u003c\/b\u003e, LMU Munich, Munich Center for Machine Learning, Munich, Germany\u003cbr\u003e \u003cb\u003eDino Sejdinovic\u003c\/b\u003e, Adelaide University, Adelaide, Australia\u003cbr\u003e \u003cb\u003eYevgeny Seldin\u003c\/b\u003e, University of Copenhagen, Copenhagen, Denmark\u003cbr\u003e \u003cb\u003eTorben Sell\u003c\/b\u003e, University of Edinburgh, Edinburgh, UK\u003cbr\u003e \u003cb\u003eLouis Sharrock\u003c\/b\u003e, University College London, London, U.K.\u003cbr\u003e \u003cb\u003eSumeetpal Singh\u003c\/b\u003e, University of Wollongong, Wollongong, Australia\u003cbr\u003e \u003cb\u003eJoanna Sliwa\u003c\/b\u003e, University of Tübingen, Tübingen AI Center, Tübingen, Germany\u003cbr\u003e \u003cb\u003eEmanuel Sommer\u003c\/b\u003e, LMU Munich, Munich Center for Machine Learning, Munich, Germany\u003cbr\u003e \u003cb\u003eQifan Song\u003c\/b\u003e, Purdue University, West Lafayette, USA\u003cbr\u003e \u003cb\u003eBa-Hien Tran\u003c\/b\u003e, EURECOM, Biot, France\u003cbr\u003e \u003cb\u003eRichard E. Turner\u003c\/b\u003e, University of Cambridge, Cambridge, UK\u003cbr\u003e \u003cb\u003eTycho F. A. van der Ouderaa\u003c\/b\u003e, Imperial College London, London, UK\u003cbr\u003e \u003cb\u003eMark van der Wilk\u003c\/b\u003e, University of Oxford, Oxford, UK\u003cbr\u003e \u003cb\u003eMariia Vladimirova\u003c\/b\u003e, Criteo AI Lab, Paris, France\u003cbr\u003e \u003cb\u003eSara Wade\u003c\/b\u003e, University of Edinburgh, Edinburgh, UK\u003cbr\u003e \u003cb\u003eXi Wang\u003c\/b\u003e, Johns Hopkins University, Baltimore, U.S.A.\u003cbr\u003e \u003cb\u003eTobias Weber\u003c\/b\u003e, University of Tübingen, Tübingen AI Center, Tübingen, Germany\u003cbr\u003e \u003cb\u003eSusan Wei\u003c\/b\u003e, Monash University, Melbourne, Australia\u003cbr\u003e \u003cb\u003eChristopher K. Wikle\u003c\/b\u003e, University of Missouri, Columbia, MO, USA\u003cbr\u003e \u003cb\u003eAndrew Gordon Wilson\u003c\/b\u003e, New York University, New York, USA\u003cbr\u003e \u003cb\u003eLisa Wimmer\u003c\/b\u003e, LMU Munich, Munich, Germany\u003cbr\u003e \u003cb\u003eAdam Yang\u003c\/b\u003e, University of Bristol, Bristol, UK\u003cbr\u003e \u003cb\u003eYibo Yang\u003c\/b\u003e, Chan Zuckerberg Initiative, Redwood City, USA\u003cbr\u003e \u003cb\u003eMyungsoo Yoo\u003c\/b\u003e, University of Texas-Austin, Austin, TX, USA\u003cbr\u003e \u003cb\u003eCheng Zhang\u003c\/b\u003e, European Laboratory for Learning and Intelligent Systems (ELLIS), Cambridge, UK\u003cbr\u003e \u003cb\u003eLikun Zhang\u003c\/b\u003e, University of Missouri, Columbia, MO, USA\u003cbr\u003e \u003cb\u003eRuqi Zhang\u003c\/b\u003e, Purdue University, West Lafayette, USA\u003cbr\u003e \u003cb\u003eYuren Zhou\u003c\/b\u003e, Duke University, Durham, USA\u003c\/p\u003e\n\u003c\/div\u003e\u003cbr\u003e\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublication Date: \u003c\/td\u003e\n\u003ctd\u003e29 March 2027\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublisher: \u003c\/td\u003e\n\u003ctd\u003eCRC Press\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eImprint: \u003c\/td\u003e\n\u003ctd\u003eCRC Press\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eISBN-13: \u003c\/td\u003e\n\u003ctd\u003e9781041066255\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFormat: \u003c\/td\u003e\n\u003ctd\u003eHardback\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePage Count: \u003c\/td\u003e\n\u003ctd\u003e808\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e","brand":"CRC Press","offers":[{"title":"Default Title","offer_id":63761401249932,"sku":"9781041066255","price":315.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/lateknightbooks.com\/products\/9781041066255","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}