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1. |
Record Nr. |
UNINA9910495179203321 |
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Autore |
Suzuki Joe |
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Titolo |
Statistical learning with math and python : 100 exercises for building logic / / Joe Suzuki |
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Pubbl/distr/stampa |
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Singapore : , : Springer, , [2021] |
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©2021 |
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ISBN |
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Edizione |
[1st ed. 2021.] |
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Descrizione fisica |
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1 online resource (XI, 256 p. 446 illus., 170 illus. in color.) |
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Disciplina |
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Soggetti |
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Mathematical statistics |
Logic, Symbolic and mathematical |
Python (Computer program language) |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di contenuto |
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Chapter 1: Linear Algebra -- Chapter 2: Linear Regression -- Chapter 3: Classification -- Chapter 4: Resampling -- Chapter 5: Information Criteria -- Chapter 6: Regularization -- Chapter 7: Nonlinear Regression -- Chapter 8: Decision Trees -- Chapter 9: Support Vector Machine -- Chapter 10: Unsupervised Learning. |
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Sommario/riassunto |
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The most crucial ability for machine learning and data science is mathematical logic for grasping their essence rather than knowledge and experience. This textbook approaches the essence of machine learning and data science by considering math problems and building Python programs. As the preliminary part, Chapter 1 provides a concise introduction to linear algebra, which will help novices read further to the following main chapters. Those succeeding chapters present essential topics in statistical learning: linear regression, classification, resampling, information criteria, regularization, nonlinear regression, decision trees, support vector machines, and unsupervised learning. Each chapter mathematically formulates and solves machine learning problems and builds the programs. The body of a chapter is accompanied by proofs and programs in an appendix, with exercises at the end of the chapter. Because the book is carefully organized to provide the solutions to the exercises in each chapter, readers can |
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solve the total of 100 exercises by simply following the contents of each chapter. This textbook is suitable for an undergraduate or graduate course consisting of about 12 lectures. Written in an easy-to-follow and self-contained style, this book will also be perfect material for independent learning. |
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2. |
Record Nr. |
UNINA9910741188503321 |
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Titolo |
Cultural heritage politics in China / / Tami Blumenfield, Helaine Silverman, editors |
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Pubbl/distr/stampa |
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New York, : Springer, 2013 |
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ISBN |
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Edizione |
[1st ed. 2013.] |
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Descrizione fisica |
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1 online resource (302 p.) |
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Altri autori (Persone) |
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BlumenfieldTami |
SilvermanHelaine |
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Disciplina |
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Soggetti |
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China Civilization |
China Politics and government 20th century |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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Description based upon print version of record. |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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pt. I. Introduction -- pt. II. Local, regional, national and international interests in a world heritage era -- pt. III. Cultural heritage and tourism in undesignated sites -- pt. IV. The politics of museums and collections -- pt. V. Routes as heritage : branding space in a global(ized) China -- pt. VI. Afterword. |
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Sommario/riassunto |
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This volume explores China’s cultural heritage ideology and policies from three interrelated perspectives: the State and World Heritage tourism; cultural heritage tourism at sites not designated through an international system; and the cultural politics of museums and collections . It also considers the broader implications of China as a heritage power as the nation mobilizes routes beyond its borders as essential components of its own patrimony. The volume is timely because a cultural heritage designation craze is underway in China. Officials at many levels now see heritage preservation as a means for commoditizing and developing their regions. They are devoting new |
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resources and attention to national and international heritage designations, but contradictions and complications in the actual practices of designating and protecting heritage abound . Thus, addressing cultural heritage politics in a nation dedicated to designation is an important project, particularly in the context of a rapidly growing economy increasingly interested in asserting its cultural power beyond its borders. Cultural Heritage Politics in China addresses a wide range of cultural heritage issues, providing an excellent mix of interdisciplinary case studies: historic vernacular urban environments, ethnic tourism, scenic tourism, pilgrimage as tourism, museums, border heritage, underwater remains, and the actual governance and management of the sites[TB4] . Moreover, the volume draws from an impressive range of contributors, including scholars from China, Hong Kong, Australia, Europe, and the United States, who have both scholarly and applied experience in the fields of heritage tourism and museum studies. In addition to their extensive field research, many contributors have served as consultants for UNESCO, helped China develop applications for World Heritage sites, and consulted with museums. With its extensive case studies from experienced heritage experts, Cultural Heritage Politics in China provides an outstanding introduction to current cultural heritage issues in China and contributes to Chinese studies for those with greater knowledge of the area. |
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