Self-Driving Data Center (Apply Machine Learning to the Cloud)
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Traditional datacenter is broken up into a number of silos: network, storage, virtualization, and application. The emerging Software Defined Datacenter movement breaks those silos and creates a playground for innovation, convergence, and new opportunities to reveal the hidden and unknown. During this session I will describe what the Software Defined Data Center hype is all about, how it breaks the traditionally established silos while creating the opportunities for data driven orchestration powered by Machine Learning principals that will make cloud providers and enterprises FINALLY realize the value of virtualization and ultimately deliver the self-driving data center where open initiative is at the front and center.
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Self-Driving Data Center (Apply Machine Learning to the Cloud)
- 1. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. Clusters Your Way.™ Self-Driving Data Center Applying Machine Learning to the Cloud Sergey A. Razin, CTO, SIOS Technology Corp.
- 2. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. Founded in 1999 Formerly Steeleye Technology Headquarters in San Mateo, CA Offices across the US, UK and Japan Recognized Experts in Application Availability More than 50,000 licenses installed globally in a wide range of industries Who is SIOS? Partners are industry leaders 2
- 3. Clusters Your Way.™ Technology Trends Hardware Commoditization Convergence CLOUD BigData Technology Business Model
- 4. Clusters Your Way.™ Data Center Today
- 5. Clusters Your Way.™ Data Center Emerging (Open Source Foundation)
- 6. Clusters Your Way.™ Back to the problem at hand Storage Network Cloud/Virtualization API API API Software Stack Software Stack Software Stack
- 7. Clusters Your Way.™ Gaps in Current Approaches
- 8. Clusters Your Way.™ Gaps in Current Approaches
- 10. Clusters Your Way.™ Gaps in Current Approaches
- 11. Clusters Your Way.™ 11 COMPLEXITY
- 12. Clusters Your Way.™ 12
- 13. Clusters Your Way.™ Converged Predictive analytics is GAP
- 14. Clusters Your Way.™ 14 Good Bye, Big Data! Hello, Smart Data!
- 15. Clusters Your Way.™ 15 What is Machine Learning?
- 16. Clusters Your Way.™ 16
- 17. Clusters Your Way.™ IT Operations Analytics (born 2014) Source: http://www.itoa-landscape.org/
- 18. Clusters Your Way.™ Analytics powered by Machine Learning
- 19. Clusters Your Way.™ Open Source is Ready
- 20. Clusters Your Way.™ Next Generation Datacenter
- 21. Clusters Your Way.™ Data Complexity
- 22. Clusters Your Way.™ Five Key Requirements for ML App
- 23. Clusters Your Way.™ 23 Why should IT brush up on Algorithms?
- 24. Clusters Your Way.™ 24 Expert Knowledge + Machine Learning “Data Scientist”
- 25. Clusters Your Way.™ 25 Stay Relevant - Education Machine Learning Course: https://www.coursera.org/learn/machine-learning
- 26. Clusters Your Way.™ 26 Stay Relevant - Education Data Scientist Certification Program: https://www.coursera.org/specialization/jhudatascience/1
- 27. Clusters Your Way.™ DIY – Machine Learning http://www.r-project.org/ http://www.cs.waikato.ac.nz/ml/weka/ http://madlib.net/ https://mahout.apache.org/ http://jubat.us/en/
- 28. Clusters Your Way.™ 28 How about those latencies? Anomaly Detection – K-means Clustering
- 29. Clusters Your Way.™ 29 Outlier Detection Using K-means Anything outside 3 standard deviations is an outlier
- 30. Clusters Your Way.™ Social Graph -> IT Graph http://neo4j.com/ FlockDB https://github.com/twitter/flockdb http://giraph.apache.org/
- 32. Clusters Your Way.™ 32 Want to see it in Action? http://us.sios.com/
- 33. Clusters Your Way.™ SIOS iQ™ Machine Learning Analytics for optimizing VMware environments
- 34. Clusters Your Way.™ 34 +Opportunity to win grand prize: $100 SIOS iQ™ Machine Learning Analytics for optimizing VMware environments Participate in our SIOS iQ™ usability study and have a coffee on us!
- 35. Clusters Your Way.™ 35 • Back-End (Variety) • UI Rock Star (AngularJS) • QA Job Opportunities @ SIOS Great People. Exciting and Innovative Projects.
- 36. Clusters Your Way.™ 36
- 37. Clusters Your Way.™ Sergey A. Razin, Ph.D. Chief Technology Officer SIOS Technology Corp. Email: sergey.razin@us.sios.com LinkedIn: http://www.linkedin.com/in/sergeyrazin Follow me: http://www.twitter.com/TechDozor Read me: http://blog.techdozor.org