Sách Understanding Machine Learning From Theory to Algorithms - ACB Bookstore
Thương hiệu: No Brand | Xem thêm Sách Học Tiếng Anh No Brand Xem thêm Sách Học Tiếng Anh bán bởi ACB BookstoreMô tả ngắn
Mua Sách Understanding Machine Learning From Theory to Algorithms - ACB Bookstore ở đâu?Giới thiệu Sách Understanding Machine Learning From Theory to Algorithms - ACB Bookstore
Sách Understanding Machine Learning From Theory to Algorithms (sách keo gáy, bìa mềm)
Thể loại:Computers - Artificial Intelligence (AI)
Năm:2014
In lần thứ:draft
Ngôn ngữ:english
Trang:416
Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed by previous textbooks. These include a discussion of the computational complexity of learning and the concepts of convexity and stability; important algorithmic paradigms including stochastic gradient descent, neural networks, and structured output learning; and emerging theoretical concepts such as the PAC-Bayes approach and compression-based bounds. Designed for an advanced undergraduate or beginning graduate course, the text makes the fundamentals and algorithms of machine learning accessible to students and nonexpert readers in statistics, computer science, mathematics, and engineering.
Chi Tiết Sản Phẩm
Thương hiệu | No Brand |
---|---|
SKU | l2285459650 |
ISBN ISSN | 9781107057135 |
Định dạng sách | Bìa mềm |
Ngôn Ngữ | Tiếng Anh |
Gói Bảo Hành | Bằng Hóa đơn mua hàng |
Thời gian bảo hành | 1 tháng |
d | 4227 |