Sergey Razin SIOS Technology Corp. - Chief Technology Officer POSSCON 2015 4/14/2015 DevOps/Cloud Track - 4:00 PM Talk

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

9. Clusters Your Way.™

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/

31. Clusters Your Way.™
31
Neo4j
https://www.vmware.com/support/pubs/sdk_pubs.html
API

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