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.
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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.
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
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Technology Trends
Hardware Commoditization
Convergence
CLOUD BigData
Technology
Business Model
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Data Center Today
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Data Center Emerging (Open Source Foundation)
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Back to the problem at hand
Storage Network Cloud/Virtualization
API API API
Software
Stack
Software
Stack
Software
Stack
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Gaps in Current Approaches
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Gaps in Current Approaches
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Gaps in Current Approaches
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COMPLEXITY
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Converged Predictive analytics is GAP
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Good Bye, Big Data!
Hello, Smart Data!
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What is Machine
Learning?
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IT Operations Analytics (born 2014)
Source: http://www.itoa-landscape.org/
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Analytics powered by Machine Learning
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Open Source is Ready
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Next Generation Datacenter
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Data Complexity
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Five Key Requirements for ML App
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Why should IT
brush up on
Algorithms?
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Expert Knowledge + Machine Learning
“Data Scientist”
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Stay Relevant - Education
Machine Learning Course:
https://www.coursera.org/learn/machine-learning
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Stay Relevant - Education
Data Scientist Certification Program:
https://www.coursera.org/specialization/jhudatascience/1
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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/
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How about those latencies?
Anomaly Detection – K-means Clustering
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Outlier Detection Using K-means
Anything outside 3 standard deviations is an outlier
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Social Graph -> IT Graph
http://neo4j.com/
FlockDB
https://github.com/twitter/flockdb
http://giraph.apache.org/
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Neo4j
https://www.vmware.com/support/pubs/sdk_pubs.html
API
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Want to see it
in Action? http://us.sios.com/
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SIOS iQ™
Machine Learning Analytics for optimizing
VMware environments
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+ 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!
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• Back-End (Variety)
• UI Rock Star (AngularJS)
• QA
Job Opportunities @ SIOS
Great People. Exciting and Innovative Projects.
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Clusters Your Way.™
Sergey A. Razin, Ph.D.
Chief Technology Officer
SIOS Technology Corp.
Email: [email protected]
LinkedIn: http://www.linkedin.com/in/sergeyrazin
Follow me: http://www.twitter.com/TechDozor
Read me: http://blog.techdozor.org
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