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Evolving from Rule-based Classifier: Machine Learning Powered Auto Remediation in Netflix Data…

The Netflix TechBlog

Operational automation–including but not limited to, auto diagnosis, auto remediation, auto configuration, auto tuning, auto scaling, auto debugging, and auto testing–is key to the success of modern data platforms. We have also noted a great potential for further improvement by model tuning (see the section of Rollout in Production).

Tuning 210
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What is IT automation?

Dynatrace

Automating IT practices without integrated AIOps presents several challenges. Expect to spend time fine-tuning automation scripts as you find the right balance between automated and manual processing. Big data automation tools. By tuning workflows, you can increase their efficiency and effectiveness.

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QCon London: Lessons Learned From Building LinkedIn’s AI/ML Data Platform

InfoQ

He specifically delved into Venice DB, the NoSQL data store used for feature persistence. The presenter shared the lessons learned from evolving and operating the platform, including cluster management and library versioning. By Rafal Gancarz

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A guide to Autonomous Performance Optimization

Dynatrace

Stefano started his presentation by showing how much cost and performance optimization is possible when knowing how to properly configure your application runtimes, databases, or cloud environments: Correct configuration of JVM parameters can save up to 75% resource utilization while delivering same or better performance!

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Web Performance Bookshelf

Rigor

Take, for example, The Web Almanac , the golden collection of Big Data combined with the collective intelligence from most of the authors listed below, brilliantly spearheaded by Google’s @rick_viscomi. This book presents 14 specific rules that will cut 25% to 50% off response time when users request a page.

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USENIX LISA 2018: CFP Now Open

Brendan Gregg

Some topics are still present at LISA, such as network management and uptime (reliability), but many others have been updated over the years. Have something to say on the present & future of #ops? We hope you'll consider submitting a talk or tutorial, and plan to attend LISA 2018. Hope to see you in Nashville!

DevOps 43
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USENIX LISA 2018: CFP Now Open

Brendan Gregg

Some topics are still present at LISA, such as network management and uptime (reliability), but many others have been updated over the years. Have something to say on the present & future of #ops? We hope you'll consider submitting a talk or tutorial, and plan to attend LISA 2018. Hope to see you in Nashville!

DevOps 40