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Seeing the Big Picture
Through Big Data
Onur Karadeli
Mustafa Murat Sever
March-2016C1 - Public
Agenda
• What is Big Data?
• Use Cases
• Apache Hadoop Ecosystem
• Q&A
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Big Data ?
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What is Big Data ?
4
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Big Data is growing (Google Trends)
5
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Definition of Big Data
Big data is a term for data sets that are so large or complex
that traditional data processing applications are inadequate.
Challenges include analysis, capture, data curation, search,
sharing, storage, transfer, visualization, querying and
information privacy.
-BigData WIKIPEDIA
What is Big ?
6
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The ‘3V’ s
• Volume
• Velocity
• Variety
7
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Volume
• %40 Growth per year
• 50 Zettabytes by 2020
Ref:Where-is-your-data-FINAL-5a
8
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Volume Scalibility
Single TV
Multi TVs
9
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Velocity
Ref: http://wersm.com/how-much-data-is-generated-every-minute-on-social-media/
10C1 - Public
Velocity – Realtime triggers
11
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Variety
12
Ref: Relational Solutions
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Additional ‘V’ s
• Veracity
• Variability
• Visualization
• Value
Ref: http://blog.sqlauthority.com
Where to Use Big Data
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It’s a Big Family
15C1 - Public
16
Human Being as a Big Data Source
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Every moment, new data...
17C1 - Public
18
They are smart now
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Health
19
https://www.youtube.com/watch?v=Lyv0_GIGSbY
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Some professions will disappear
News reporters Sonographers Lawyers
Sports reporters Phlebotomists Compliance officers/workers
Wall street reporters Radiologists Bill collectors
Journalists Psychotherapists Meeting/event planners
Authors Counselors Fitness coaches
Psychologists Cost estimators Cryptographers
Military planners Accountants Financial planners/advisors
Logisticians Dietitians Tax advisors Interpreters/translators
Nutritionists Customer service reps Auditors
Doctors Teachers
* By Thomas Frey (Senior Futurist @ Da Vinci Institute)
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Not Only Humans ...
21C1 - Public
Not Only Humans: Connected Cows !
22C1 - Public
Not Only Humans: Connected Cows !
23C1 - Public
New opportunities for tech companies and new brands
24C1 - Public
Social Data
25C1 - Public
Visuality is important
26
https://www.youtube.com/watch?v=ujcrJZRSGkg
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Just Music
27C1 - Public
Not a rocket science, but ...
28
Discover Weekly Data Flow
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Not a rocket science, but ...
29
Implicit Matrix Factorization
C1 - Public
Other trend use cases
30C1 - Public
Apache Hadoop
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Apache Hadoop
• Open-Source Projects/Sub-projects of
Apache.
• Core projects
HDFS: Hadoop Distributed File System
MapReduce: Distributed Data processing
...
• Hadoop is not a database.
• Move computation to data !
• Now- %32 percent of all enterprise uses
Apache Hadoop.
32C1 - Public
Apache Hadoop History
• 2003 Google File system paper
• 2006 Hadoop subproject created
• 2008 Sort record: Running on a 910-node cluster, Hadoop sorted one
terabyte in 209 seconds
• 2009 Yahoo runs 17 clusters with 24,000 machines
• 2011 Facebook, LinkedIn, eBay and IBM collectively contribute 200,000
lines of code
Ref: https://en.wikipedia.org/wiki/Apache_Hadoop
33C1 - Public
Apache Hadoop Base Components & Enablers
Ref: http://synerzip.com - Innovation – It’s in our DNA
34C1 - Public
BI & Visualization example
35
Ref: http://forums.bsdinsight.com/articles/?page=4
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Hadoop Platforms
Ecosystem Management Software for Platform Management.
36
Examples:
• Cloudera
• Hortonworks
• IBM
• Pivotal
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HDFS File Storage Architecture
37C1 - Public
Hadoop Topology
38C1 - Public
Task Management
39C1 - Public
Map & Reduce
40C1 - Public
The Best Big Data Team should have ...
41
• Data Hygienists – for clean data
• Data Explorers – discover data to use
• Business Solution Architects – combine data for a use case
• Data Scientists – for the right model
• Campaign Expert – for the best benefit
* From HBR : https://hbr.org/2013/07/five-roles-you-need-on-your-bi
C1 - Public
Data Scientists Skills
42C1 - Public
Thank you
C1 - Public

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