Big data systems : a 360-degree approach /: a 360-degree approach. (2021)

• Record Type: Book
• Further Information: Note: Jawwad Ahmad Shamsi, Muhammad Khojaye.
• Authors: Shamsi, Jawwad Ahmad
• Contents: Preface ; Author Bios ; Acknowledgements ; List of Figures ; List of Tables ; Introduction to Big Data Systems ; 1.1 INTRODUCTION: REVIEW OF BIG DATA SYSTEMS; 1.2 UNDERSTANDING BIG DATA ; 1.3 TYPE OF DATA: TRANSACTIONAL OR ANALYTICAL; 1.4 REQUIREMENTS AND CHALLENGES OF BIG DATA ; 1.5 CONCLUDING REMARKS ; 1.6 FURTHER READING ; 1.7 EXERCISE QUESTIONS Architecture and Organization of Big Data Systems ; 2.1 ARCHITECTURE FOR BIG DATA SYSTEMS ; 2.2 ORGANIZATION OF BIG DATA SYSTEMS: CLUSTERS; 2.3 CLASSIFICATION OF CLUSTERS: DISTRIBUTED MEMORY VS. SHARED MEMORY; 2.4 CONCLUDING REMARKS ; 2.5 FURTHER READING ; 2.6 EXERCISE QUESTIONS Cloud Computing for Big Data ; 3.1 CLOUD COMPUTING ; 3.2 VIRTUALIZATION ; 3.3 PROCESSOR VIRTUALIZATION ; 3.4 CONTAINERIZATION ; 3.5 VIRTUALIZATION OR CONTAINERIZATION ; 3.6 FOG COMPUTING ; 3.7 EXAMPLES ; 3.8 CONCLUDING REMARKS ; 3.9 FURTHER READING ; 3.10 EXERCISE QUESTIONS ; ; HADOOP: An Efficient Platform for Storing and Processing Big Data ; 4.1 REQUIREMENTS FOR PROCESSING AND STORING BIG DATA ; 4.2 HADOOP - THE BIG PICTURE ; 4.3 HADOOP DISTRIBUTED FILE SYSTEM ; 4.4 MAPREDUCE ; 4.5 HBASE ; 4.6 CONCLUDING REMARKS ; 4.7 FURTHER READING ; 4.8 EXERCISE QUESTIONS Enhancements in Hadoop ; 5.1 ISSUES WITH HADOOP ; 5.2 YARN ; 5.3 PIG ; 5.4 HIVE ; 5.5 DREMEL ; 5.6 IMPALA ; 5.7 DRILL ; 5.8 DATA TRANSFER ; 5.9 AMBARI ; 5.10 CONCLUDING REMARKS ; 5.11 FURTHER READING ; 5.12 EXERCISE QUESTIONS Spark ; 6.1 LIMITATIONS OF MAPREDUCE ; 6.2 INTRODUCTION TO SPARK ; 6.3 SPARK CONCEPTS ; 6.4 SPARK SQL ; 6.5 SPARK MLLIB ; 6.6 STREAM BASED SYSTEM ; 6.7 SPARK STREAMING ; 6.8 CONCLUDING REMARKS ; 6.9 FURTHER READING ; 6.10 EXERCISE QUESTIONS NoSQL Systems ; 7.1 INTRODUCTION ; 7.2 HANDLING BIG DATA SYSTEMS - PARALLEL RDBMS ; 7.3 EMERGENCE OF NOSQL SYSTEMS ; 7.4 KEY-VALUE DATABASE ; 7.5 DOCUMENT-ORIENTED DATABASE ; 7.6 COLUMN-ORIENTED DATABASE ; 7.7 GRAPH DATABASE ; 7.8 CONCLUDING REMARKS ; 7.9 FURTHER READING ; 7.10 EXERCISE QUESTIONS NewSQL Systems ; 8.1 INTRODUCTION; 8.2 TYPES OF NEWSQL SYSTEMS ; 8.3 FEATURES ; 8.4 NEWSQL SYSTEMS: CASE STUDIES ; 8.5 CONCLUDING REMARKS ; 8.6 FURTHER READING; 8.7 EXERCISE QUESTIONS ; Networking for Big Data ; 9.1 NETWORK ARCHITECTURE FOR BIG DATA SYSTEMS; 9.2 CHALLENGES AND REQUIREMENTS ; 9.3 NETWORK PROGRAMMABILITY AND SOFTWARE DEFINED NETWORKING ; 9.4 LOW LATENCY AND HIGH SPEED DATA TRANSFER; 9.5 AVOIDING TCP INCAST - ACHIEVING LOW LATENCY; AND HIGH THROUGHPUT ; 9.6 FAULT TOLERANCE; 9.7 CONCLUDING REMARKS ; 9.8 FURTHER READING ; 9.9 EXERCISE QUESTIONS Security for Big Data ; 10.1 INTRODUCTION ; 10.2 SECURITY REQUIREMENTS ; 10.3 SECURITY: ATTACK TYPES AND MECHANISMS ; 10.4 ATTACK DETECTION AND PREVENTION ; 10.5 CONCLUDING REMARKS ; 10.6 FURTHER READING ; 10.7 EXERCISE QUESTIONS Privacy for Big Data ; 11.1 INTRODUCTION ; 11.2 UNDERSTANDING BIG DATA AND PRIVACY ; 11.3 PRIVACY VIOLATIONS AND THEIR IMPACT ; 11.4 TYPES OF PRIVACY VIOLATIONS ; 11.5 PRIVACY PROTECTION SOLUTIONS AND THEIR LIMITATIONS ; 11.6 CONCLUDING REMARKS ; 11.7 FURTHER READING ; 11.8 EXERCISE QUESTIONS ; ; High Performance Computing for Big Data ; 12.1 INTRODUCTION ; 12.2 SCALABILITY: NEED FOR HPC ; 12.3 GRAPHIC PROCESSING UNIT ; 12.4 TENSOR PROCESSING UNIT ; 12.5 HIGH SPEED INTERCONNECTS ; 12.6 MESSAGE PASSING INTERFACE ; 12.7 OPENMP ; 12.8 OTHER FRAMEWORKS ; 12.9 CONCLUDING REMARKS ; 12.10 FURTHER READING ; 12.11 EXERCISE QUESTIONS Deep Learning with Big Data ; 13.1 INTRODUCTION ; 13.2 FUNDAMENTALS ; 13.3 NEURAL NETWORK ; 13.4 TYPES OF DEEP NEURAL NETWORK ; 13.5 BIG DATA APPLICATIONS USING DEEP LEARNING; 13.6 CONCLUDING REMARKS ; 13.7 FURTHER READING ; 13.8 EXERCISE QUESTIONS Big Data Case Studies ; 14.1 GOOGLE EARTH ENGINE ; 14.2 FACEBOOK MESSAGES APPLICATION ; 14.3 HADOOP FOR REAL-TIME ANALYTICS ; 14.4 BIG DATA PROCESSING AT UBER ; 14.5 BIG DATA PROCESSING AT LINKEDIN ; 14.6 DISTRIBUTED GRAPH PROCESSING AT GOOGLE ; 14.7 FUTURE TRENDS ; 14.8 CONCLUDING REMARKS ; 14.9 FURTHER READING ; 14.10 EXERCISE QUESTIONS Bibliography ; Index
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2021
• Extent: 1 online resource, illustrations (black and white, and colour)
• Subjects: 005.7; Big data; Systems engineering
• Languages: English
• ISBNs: 9780429531576
• Related ISBNs: 9780429155444
• Notes: Note: Description based on CIP data; resource not viewed.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.