MARC状态：已编 文献类型：西文图书 浏览次数：91
- 题名/责任者:
- Mathematical pictures at a data science exhibition / Simon Foucart.
- 出版发行项:
- Cambridge ; New York, NY : Cambridge University Press, 2022.
- ISBN:
- 9781316518885
- ISBN:
- 9781009001854
- 载体形态项:
- xx, 318 pages : illustrations ; 24 cm
- 个人责任者:
- Foucart, Simon, author.
- 论题主题:
- Big data-Mathematics.
- 论题主题:
- Information science-Mathematics.
- 论题主题:
- Computer science-Mathematics.
- 中图法分类号:
- TP311.13
- 书目附注:
- Includes bibliographical references and index.
- 摘要附注:
- "In the past few decades, heuristic methods adopted by big tech companies have complemented existing scientific disciplines to form the new field of Data Science. This text provides deep and comprehensive coverage of the mathematical theory supporting the field. Composed of 27 lecture-length chapters with exercises, it embarks the readers on an engaging itinerary through key subjects in data science, including machine learning, optimal recovery, compressive sensing (also known as compressed sensing), optimization, and neural networks. While standard material is covered, the book also includes distinctive presentations of topics such as reproducing kernel Hilbert spaces, spectral clustering, optimal recovery, compressive sensing, group testing, and applications of semidefinite programming. Students and data scientists with less mathematical background will appreciate the appendices that supply more details on some of the abstract concepts"--
全部MARC细节信息>>
荟文堂