Spark : (Record no. 208700)

MARC details
000 -LEADER
fixed length control field 03739cam a2200397Ka 4500
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781119254805
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1119254809
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781119254041
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1119254043
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781119254058
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 1119254051
040 ## - CATALOGING SOURCE
Transcribing agency CUS
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Ganelin, Ilya.
245 10 - TITLE STATEMENT
Title Spark :
Sub title big data cluster computing in production /
Statement of responsibility, etc. Ilya Ganelin [and others].
260 #1 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc. Indianapolis, IN :
Name of publisher, distributor, etc. Wiley,
Date of publication, distribution, etc. [2016]
260 #4 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Date of publication, distribution, etc. ©2016
300 ## - DESCRIPTION
Extent 1 online resource (219 pages)
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Spark"!Big Data Cluster Computing in Production; About the Authors; About the Technical Editors; Credits; Acknowledgments; Contents at a glance; Contents; Introduction; Chapter 1 Finishing Your Spark Job; Installation of the Necessary Components; Native Installation Using a Spark Standalone Cluster; The History of Distributed Computing That Led to Spark; Enter the Cloud; Understanding Resource Management; Using Various Formats for Storage; Text Files; Sequence Files; Avro Files; Parquet Files; Making Sense of Monitoring and Instrumentation; Spark UI; Spark Standalone UI; Metrics REST API.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note Metrics SystemExternal Monitoring Tools; Summary; Chapter 2 Cluster Management; Background; Spark Components; Driver; Workers and Executors; Configuration; Spark Standalone; Architecture; Single-Node Setup Scenario; Multi-Node Setup; YARN; Architecture; Dynamic Resource Allocation; Scenario; Mesos; Setup; Architecture; Dynamic Resource Allocation; Basic Setup Scenario; Comparison; Summary; Chapter 3 Performance Tuning; Spark Execution Model; Partitioning; Controlling Parallelism; Partitioners; Shuffling Data; Shuffling and Data Partitioning; Operators and Shuffling.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note Shuffling Is Not That Bad After AllSerialization; Kryo Registrators; Spark Cache; Spark SQL Cache; Memory Management; Garbage Collection; Shared Variables; Broadcast Variables; Accumulators; Data Locality; Summary; Chapter 4 Security; Architecture; Security Manager; Setup Configurations; ACL; Configuration; Job Submission; Web UI; Network Security; Encryption; Event logging; Kerberos; Apache Sentry; Summary; Chapter 5 Fault Tolerance or Job Execution; Lifecycle of a Spark Job; Spark Master; Spark Driver; Spark Worker; Job Lifecycle; Job Scheduling; Scheduling within an Application.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note Scheduling with External UtilitiesFault Tolerance; Internal and External Fault Tolerance; Service Level Agreements (SLAs); Resilient Distributed Datasets (RDDs); Batch versus Streaming; Testing Strategies; Recommended Configurations; Summary; Chapter 6 Beyond Spark; Data Warehousing; Spark SQL CLI; Thrift JDBC/ODBC Server; Hive on Spark; Machine Learning; DataFrame; MLlib and ML; Mahout on Spark; Hivemall on Spark; External Frameworks; Spark Package; XGBoost; spark-jobserver; Future Works; Integration with the Parameter Server; Deep Learning; Enterprise Usage.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note Collecting User Activity Log with Spark and KafkaReal-Time Recommendation with Spark; Real-Time Categorization of Twitter Bots; Summary; Index; EULA.
650 #0 - SUBJECT
Keyword Big data.
650 #7 - SUBJECT
Keyword COMPUTERS
650 #7 - SUBJECT
Keyword Big data.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Orhian, Ema.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Sasaki, Kai.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name York, Brennon.
856 40 - ONLINE RESOURCES
url https://doi.org/10.1002/9781119254805
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type e-Books
Holdings
Home library Current library Accession number Koha item type
Central Library, Sikkim University Central Library, Sikkim University E-2776 e-Books
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