Название: Computer Networking Data Analytics: Developing Innovative Use Cases (Rough Cuts) Автор: John Garrett Издательство: Cisco Press Серия: Networking Technology ISBN: 1587145138 Год: 2018 Страниц: 469 Язык: английский Формат: pdf Размер: 26.8 MB
One of the hottest trends in the networking industry is to apply analytics to improve performance, security, and value. Everyone’s talking about integrating analytics in networks. But successfully doing so requires a deep understanding of both networking and data, and that’s a rare combination. This book’s author, John Garrett, is currently Analytics Technical Lead for Cisco Advanced Services, where he draws on his MS in Predictive Analytics to develop analytics use cases for many of Cisco’s most sophisticated customers. In Computer Networking Data Analytics, Garrett illuminates the data of networking, revealing the power of the information that’s already available in your environment. Next, he introduces powerful techniques for using that information to accelerate innovation, and build a better network. Garrett walks step-by-step through a wide spectrum of common networking analytics techniques and scenarios, illuminating the insights underlying them, and helping you adapt them for your own environment. He concludes with several end-to-end case studies demonstrating how his team has developed high-value use cases for some of Cisco’s largest customers. These end-to-end use cases can serve as repeatable templates for developing your own solutions in areas ranging from advanced troubleshooting and self-healing to service assurance. They will help you drive more value from telemetry, event analytics, network infrastructure metadata, and all the information you have.
Contents: Command Syntax Conventions Foreword Introduction: Your future is in your hands! Chapter 1 Getting Started with Analytics Chapter 2 Approaches for Analytics and Data Science Chapter 3 Understanding Networking Data Sources Chapter 4 Accessing Data from Network Components Chapter 5 Mental Models and Cognitive Bias Chapter 6 Innovative Thinking Techniques Chapter 7 Analytics Use Cases and the Intuition Behind Them Chapter 8 Analytics Algorithms and the Intuition Behind them Chapter 9 Building Analytics Use-Cases Chapter 10 Developing Real Use Cases: The Power of Statistics Chapter 11 Developing Real-Use Cases: Network Infrastructure Analytics Chapter 12 Developing Real Use Cases: Control Plane Analytics Using Syslog Telemetry Chapter 13 Developing Real Use Cases: Data Plane Analytics Chapter 14 Cisco Analytics Chapter 15 Book Summary Appendix A Function for Parsing Packets from pcap Files
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