MARC details
000 -LEADER |
fixed length control field |
03031nam a2200361Ia 4500 |
000 - LEADER |
fixed length control field |
03958nam a22003855i 4500 |
001 - CONTROL NUMBER |
control field |
978-3-031-22155-2 |
003 - CONTROL NUMBER IDENTIFIER |
control field |
DE-He213 |
005 - DATE AND TIME OF LATEST TRANSACTION |
control field |
20240319120807.0 |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
fixed length control field |
cr nn 008mamaa |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
fixed length control field |
230513s2023 sz | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
International Standard Book Number |
9783031221552 |
-- |
978-3-031-22155-2 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
Classification number |
4.6 |
100 ## - MAIN ENTRY--PERSONAL NAME |
Personal name |
Taheri, Javid. |
9 (RLIN) |
28911 |
245 ## - TITLE STATEMENT |
Title |
Edge Intelligence |
Statement of responsibility, etc. |
by Javid Taheri, Schahram Dustdar, Albert Zomaya, Shuiguang Deng. |
Medium |
[electronic resource] : |
250 ## - EDITION STATEMENT |
Edition statement |
1st ed. 2023. |
260 ## - PUBLICATION, DISTRIBUTION, ETC. |
Place of publication, distribution, etc. |
Cham |
Name of publisher, distributor, etc. |
Springer International Publishing |
Date of publication, distribution, etc. |
2023 |
300 ## - PHYSICAL DESCRIPTION |
Extent |
XIV, 247 p. 57 illus., 40 illus. in color. |
Other physical details |
online resource. |
520 ## - SUMMARY, ETC. |
Summary, etc. |
This graduate-level textbook is ideally suited for lecturing the most relevant topics of Edge Computing and its ties to Artificial Intelligence (AI) and Machine Learning (ML) approaches. It starts from basics and gradually advances, step-by-step, to ways AI/ML concepts can help or benefit from Edge Computing platforms. The book is structured into seven chapters; each comes with its own dedicated set of teaching materials (practical skills, demonstration videos, questions, lab assignments, etc.). Chapter 1 opens the book and comprehensively introduces the concept of distributed computing continuum systems that led to the creation of Edge Computing. Chapter 2 motivates the use of container technologies and how they are used to implement programmable edge computing platforms. Chapter 3 introduces ways to employ AI/ML approaches to optimize service lifecycles at the edge. Chapter 4 goes deeper in the use of AI/ML and introduces ways to optimize spreading computational tasks along edge computing platforms. Chapter 5 introduces AI/ML pipelines to efficiently process generated data on the edge. Chapter 6 introduces ways to implement AI/ML systems on the edge and ways to deal with their training and inferencing procedures considering the limited resources available at the edge-nodes. Chapter 7 motivates the creation of a new orchestrator independent object model to descriptive objects (nodes, applications, etc.) and requirements (SLAs) for underlying edge platforms. To provide hands-on experience to students and step-by-step improve their technical capabilities, seven sets of Tutorials-and-Labs (TaLs) are also designed. Codes and Instructions for each TaL is provided on the book website, and accompanied by videos to facilitate their learning process. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
Topical term or geographic name entry element |
Computer Communication Networks. |
9 (RLIN) |
28912 |
|
Topical term or geographic name entry element |
Computer networks . |
9 (RLIN) |
28913 |
|
Topical term or geographic name entry element |
Electronic digital computers |
9 (RLIN) |
28914 |
|
Topical term or geographic name entry element |
Machine learning. |
9 (RLIN) |
28915 |
|
Topical term or geographic name entry element |
Machine Learning. |
9 (RLIN) |
28916 |
|
Topical term or geographic name entry element |
Software engineering. |
9 (RLIN) |
28917 |
|
Topical term or geographic name entry element |
Software Engineering. |
9 (RLIN) |
28918 |
|
Topical term or geographic name entry element |
System Performance and Evaluation. |
9 (RLIN) |
28919 |
700 ## - ADDED ENTRY--PERSONAL NAME |
Personal name |
Deng, Shuiguang. |
9 (RLIN) |
28920 |
|
Personal name |
Dustdar, Schahram. |
9 (RLIN) |
28921 |
|
Personal name |
Zomaya, Albert. |
9 (RLIN) |
28922 |
856 ## - ELECTRONIC LOCATION AND ACCESS |
Uniform Resource Identifier |
<a href="https://doi.org/10.1007/978-3-031-22155-2">https://doi.org/10.1007/978-3-031-22155-2</a> |
942 ## - ADDED ENTRY ELEMENTS (KOHA) |
Koha item type |
e-Book |
Source of classification or shelving scheme |
Dewey Decimal Classification |