| Date post: | 31-Jul-2015 |
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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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Clusters Your Way.™
Technology Trends
Hardware Commoditization
Convergence
CLOUD BigData
Technology
Business Model
Clusters Your Way.™
Data Center Today
Clusters Your Way.™
Data Center Emerging (Open Source Foundation)
Clusters Your Way.™
Back to the problem at hand
Storage Network Cloud/Virtualization
API API API
Software
Stack
Software
Stack
Software
Stack
Clusters Your Way.™
Gaps in Current Approaches
Clusters Your Way.™
Gaps in Current Approaches
Clusters Your Way.™
Clusters Your Way.™
Gaps in Current Approaches
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COMPLEXITY
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Clusters Your Way.™
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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Clusters Your Way.™
IT Operations Analytics (born 2014)
Source: http://www.itoa-landscape.org/
Clusters Your Way.™
Analytics powered by Machine Learning
Clusters Your Way.™
Open Source is Ready
Clusters Your Way.™
Next Generation Datacenter
Clusters Your Way.™
Data Complexity
Clusters Your Way.™
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
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/
Clusters Your Way.™
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How about those latencies?
Anomaly Detection – K-means Clustering
Clusters Your Way.™
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Outlier Detection Using K-means
Anything outside 3 standard deviations is an outlier
Clusters Your Way.™
Social Graph -> IT Graph
http://neo4j.com/
FlockDB
https://github.com/twitter/flockdb
http://giraph.apache.org/
Clusters Your Way.™
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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/
Clusters Your Way.™
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
