Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.

Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SEA - 5/01/15

972 views

Published on

Machine learning as the key ingredient for making “self-driving data center” a reality: Workloads are moving away from traditional physical servers toward virtual, and cloud environments that are quite complex with many layers and end-points that constantly grow. This presentation will discuss how principals of graph theory can be applied to operations data to analyze existing relationships and discover hidden inner relationships in complex virtual and cloud environments. It will also discuss how machine learning semi-supervised principals can be applied to address the need for a single, easy-to-use way to identify and resolve problems, explore infrastructure improvements, and tune the efficiency of operations in large in complex virtual and cloud environments ultimately delivering the vision of “self-driving data center”.

Published in: Technology
  • Be the first to comment

Sergey A. Razin Ph.D., Chief Technology Officer, SIOS Technology at MLconf SEA - 5/01/15

  1. 1. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. Clusters Your Way.™ Machine Learning as The Key Ingredient to “self-driving data center” Applying Machine Learning to the Cloud Sergey A. Razin, CTO, SIOS Technology Corp.
  2. 2. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 2 Who is SIOS?
  3. 3. 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  Partners are industry leaders Who is SIOS? 3
  4. 4. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 4 How did we start?
  5. 5. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. How did we start? 5 ™ Network Security Speech Recognition Signal Processing Human Behavior Analysis Datacenter Analytics
  6. 6. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 6 MLConf=> (who-is-sios? "BI") "no“ MLConf=> (who-is-sios? "IToA") "yes"
  7. 7. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 7 How did IT start?
  8. 8. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 8 How did IT started?
  9. 9. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 9 How did IT started?
  10. 10. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 10
  11. 11. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 11 COMPLEXITY
  12. 12. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. Gap in tools
  13. 13. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. Gaps in Current Approaches
  14. 14. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. ?
  15. 15. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 15
  16. 16. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 16 Goodbye, Big Data! Hello, Smart Data!
  17. 17. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. Source: http://www.itoa-landscape.org/ IT Operations Analytics
  18. 18. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 18 SIOS SemanticIO™ Platform
  19. 19. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. SemanticIO™ - 5 Key Requirements
  20. 20. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved.20 SemanticIO - Process
  21. 21. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. SemanticIO™ Platform Provider Framework Open Consumer API vGraph™ Analytics Engine Algorithm Plugins
  22. 22. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 22 Semi-supervised Root Cause Analysis
  23. 23. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 23 Root Cause Analysis – “Noisy Neighbor”
  24. 24. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 24 Anomaly Detection – K-means Clustering Root Cause Analysis – Anomaly Detection
  25. 25. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 25 Root Cause Analysis – Topological Analysis
  26. 26. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 26 Root Cause Analysis – Causal Network Algorithm (Naïve Bayes based) Object type: VM Observation: Latency Object type: VM Priors: 25% Posterior: 5% Object type: DS Priors: 50% Posterior: 50% Object type: Storage Observation: Latency Prior Probabilities
  27. 27. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 27 Root Cause Analysis – Recommendations Object type: VM Observation: Latency Object type: VM Priors: 25% Posterior: 5% Object type: DS Priors: 50% Posterior: 50% Object type: Storage Observation: Latency Recommendation Priors: 25% Posterior: 5% Description: Offload the shared resource.
  28. 28. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 28 Root Cause Analysis – Recommendations and Semi-supervised Input
  29. 29. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 29 Crowdsourcing Of IToA
  30. 30. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 30 Crowdsourcing
  31. 31. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 31 Want to See It in Action? http://us.sios.com/
  32. 32. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. SIOS iQ™ Machine Learning Analytics for optimizing VMware environments
  33. 33. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 33
  34. 34. Clusters Your Way.™ Copyright © 2014 SIOS Technology Corp. All Rights Reserved. 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

×