书目名称 | Communication Principles for Data Science |
编辑 | Changho Suh |
视频video | http://file.papertrans.cn/231/230400/230400.mp4 |
概述 | Makes an explicit connection between the communication principles and data science problems.Presents key “plots” involved in the story and the associated fundamentals.Includes programming implementati |
丛书名称 | Signals and Communication Technology |
图书封面 |  |
描述 | .This book introduces the basic principles underlying the design and analysis of the digital communication systems that have heralded the information revolution. One major goal of the book is to demonstrate the role of the digital communication principles in a wide variety of data science applications, including community detection, computational biology, speech recognition and machine learning. .One defining feature of this book is to make an explicit connection between the communication principles and data science problems, as well as to succinctly deliver the “story” of how the communication principles play a role for trending data science applications. All the key “plots” involved in the story are coherently developed with the help of tightly coupled exercise problem sets, and the associated fundamentals are explored mostly from first principles. Another key feature is that it includes programming implementation of a variety of algorithms inspired by fundamentals, together with a brief tutorial of the used programming tools. The implementation is based on Python and TensorFlow. ..This book does not follow a traditional book-style organization, but is streamlined via a series of |
出版日期 | Textbook 2023 |
关键词 | Probability and Random Processes; Signals and Systems; Digital Communication; Data Science; Machine Lear |
版次 | 1 |
doi | https://doi.org/10.1007/978-981-19-8008-4 |
isbn_softcover | 978-981-19-8010-7 |
isbn_ebook | 978-981-19-8008-4Series ISSN 1860-4862 Series E-ISSN 1860-4870 |
issn_series | 1860-4862 |
copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor |