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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.
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Software Defined Networking (SDN) for the Datacenter

Jul 31, 2015

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Page 1: Software Defined Networking (SDN) for the Datacenter

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.

Page 2: Software Defined Networking (SDN) for the Datacenter

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

Page 3: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Technology Trends

Hardware Commoditization

Convergence

CLOUD BigData

Technology

Business Model

Page 4: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Data Center Today

Page 5: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Data Center Emerging (Open Source Foundation)

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Clusters Your Way.™

Back to the problem at hand

Storage Network Cloud/Virtualization

API API API

Software

Stack

Software

Stack

Software

Stack

Page 7: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Gaps in Current Approaches

Page 8: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Gaps in Current Approaches

Page 9: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

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Clusters Your Way.™

Gaps in Current Approaches

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Clusters Your Way.™ 11

COMPLEXITY

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Clusters Your Way.™ 12

Page 13: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Converged Predictive analytics is GAP

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Clusters Your Way.™ 14

Good Bye, Big Data!

Hello, Smart Data!

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Clusters Your Way.™ 15

What is Machine

Learning?

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Clusters Your Way.™ 16

Page 17: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

IT Operations Analytics (born 2014)

Source: http://www.itoa-landscape.org/

Page 18: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Analytics powered by Machine Learning

Page 19: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Open Source is Ready

Page 20: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Next Generation Datacenter

Page 21: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

Data Complexity

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Clusters Your Way.™

Five Key Requirements for ML App

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Clusters Your Way.™ 23

Why should IT

brush up on

Algorithms?

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Clusters Your Way.™ 24

Expert Knowledge + Machine Learning

“Data Scientist”

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Clusters Your Way.™ 25

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

Page 27: Software Defined Networking (SDN) for the Datacenter

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/

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Clusters Your Way.™

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How about those latencies?

Anomaly Detection – K-means Clustering

Page 29: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™

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Outlier Detection Using K-means

Anything outside 3 standard deviations is an outlier

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Clusters Your Way.™

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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Clusters Your Way.™ 32

Want to see it

in Action? http://us.sios.com/

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Clusters Your Way.™

SIOS iQ™

Machine Learning Analytics for optimizing

VMware environments

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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!

Page 35: Software Defined Networking (SDN) for the Datacenter

Clusters Your Way.™ 35

• Back-End (Variety)

• UI Rock Star (AngularJS)

• QA

Job Opportunities @ SIOS

Great People. Exciting and Innovative Projects.

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Clusters Your Way.™ 36

Page 37: Software Defined Networking (SDN) for the Datacenter

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