001468152 000__ 04445cam\\22006137i\4500
001468152 001__ 1468152
001468152 003__ OCoLC
001468152 005__ 20230707003357.0
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001468152 007__ cr\cn\nnnunnun
001468152 008__ 230525s2023\\\\sz\\\\\\o\\\\\000\0\eng\d
001468152 019__ $$a1379221017$$a1379440854$$a1379447948
001468152 020__ $$a9783031221552$$q(electronic bk.)
001468152 020__ $$a3031221559$$q(electronic bk.)
001468152 020__ $$z3031221540
001468152 020__ $$z9783031221545
001468152 0247_ $$a10.1007/978-3-031-22155-2$$2doi
001468152 035__ $$aSP(OCoLC)1380356124
001468152 040__ $$aGW5XE$$beng$$erda$$epn$$cGW5XE$$dEBLCP$$dYDX
001468152 049__ $$aISEA
001468152 050_4 $$aQA76.583
001468152 08204 $$a004.6$$223/eng/20230525
001468152 1001_ $$aTaheri, Javid,$$eauthor.
001468152 24510 $$aEdge intelligence :$$bfrom theory to practice /$$cJavid Taheri, Schahram Dustdar, Albert Zomaya, Shuiguang Deng.
001468152 264_1 $$aCham, Switzerland :$$bSpringer,$$c2023.
001468152 300__ $$a1 online resource (243 pages) :$$billustrations (black and white, and color).
001468152 336__ $$atext$$btxt$$2rdacontent
001468152 337__ $$acomputer$$bc$$2rdamedia
001468152 338__ $$aonline resource$$bcr$$2rdacarrier
001468152 5050_ $$a1. Distributed Computing Continuum Systems -- 2. Containerized Edge Computing Platforms -- 3. AI/ML for Service Life Cycle at Edge -- 4. AI/ML for Computation Offloading -- 5. AI/ML Data Pipelines for Edge-Cloud Architectures -- 6. AI/ML on Edge -- 7. AI/ML for Service-Level Objectives.
001468152 506__ $$aAccess limited to authorized users.
001468152 520__ $$aThis graduate-level textbook is ideally suited for lecturing the most relevant topics of Edge Computing and its ties to Artificial Intelligence (AI) and Machine Learning (ML) approaches. It starts from basics and gradually advances, step-by-step, to ways AI/ML concepts can help or benefit from Edge Computing platforms. The book is structured into seven chapters; each comes with its own dedicated set of teaching materials (practical skills, demonstration videos, questions, lab assignments, etc.). Chapter 1 opens the book and comprehensively introduces the concept of distributed computing continuum systems that led to the creation of Edge Computing. Chapter 2 motivates the use of container technologies and how they are used to implement programmable edge computing platforms. Chapter 3 introduces ways to employ AI/ML approaches to optimize service lifecycles at the edge. Chapter 4 goes deeper in the use of AI/ML and introduces ways to optimize spreading computational tasks along edge computing platforms. Chapter 5 introduces AI/ML pipelines to efficiently process generated data on the edge. Chapter 6 introduces ways to implement AI/ML systems on the edge and ways to deal with their training and inferencing procedures considering the limited resources available at the edge-nodes. Chapter 7 motivates the creation of a new orchestrator independent object model to descriptive objects (nodes, applications, etc.) and requirements (SLAs) for underlying edge platforms. To provide hands-on experience to students and step-by-step improve their technical capabilities, seven sets of Tutorials-and-Labs (TaLs) are also designed. Codes and Instructions for each TaL is provided on the book website, and accompanied by videos to facilitate their learning process.
001468152 588__ $$aDescription based on print version record.
001468152 650_0 $$aEdge computing.
001468152 650_0 $$aArtificial intelligence.
001468152 655_0 $$aElectronic books.
001468152 7001_ $$aDustdar, Schahram,$$eauthor.
001468152 7001_ $$aZomaya, Albert Y.,$$eauthor.
001468152 7001_ $$aDeng, Shuiguang,$$eauthor.
001468152 77608 $$iPrint version:$$tEDGE INTELLIGENCE.$$d[Place of publication not identified] : SPRINGER INTERNATIONAL PU, 2023$$z3031221540$$w(OCoLC)1348635242
001468152 852__ $$bebk
001468152 85640 $$3Springer Nature$$uhttps://univsouthin.idm.oclc.org/login?url=https://link.springer.com/10.1007/978-3-031-22155-2$$zOnline Access$$91397441.1
001468152 909CO $$ooai:library.usi.edu:1468152$$pGLOBAL_SET
001468152 980__ $$aBIB
001468152 980__ $$aEBOOK
001468152 982__ $$aEbook
001468152 983__ $$aOnline
001468152 994__ $$a92$$bISE