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Big Data for Smart City
Furqonuddin Ramdhani
www.icion-leadership.com
22
Smart City
Definition, objectives, Big Data Use Cases for Smart City
Big Data
Definition, Landscape, Ecosystem, Hadoop,...
3
Smart City
Smart City
44
In Smart Cities, digital technologies translate into better public services for
citizens, better use of reso...
5
Big Data Use Cases for Smart City
• Social Media Analysis / Sentiment Analysis, aims to analyze and study of people’s
op...
6
Introduction to Big Data
7
What is Big Data ?
8
Big data enabled by five ‘Digital Economy’ drivers
www.slideproject.com 9
10
Hadoop
• “Scalable”, “Fault Tolerant” platform for large amount data storage & processing,
distributed across machines....
11
12
MapR Hadoop Ecosystem
13
Hadoop
1414
Big Data Life Cycle
15
Copy Files in HDFS
16
Import RDBMS Data
17
Stream data into Hadoop using Flume
18
Streams using Kafka
19
Process Data
20
Data Processing
• Transform the data
• Enrich the data
• Examples :
• Store data in multiple formats
• Aggregate data
•...
21
MapReduce Processing Model
• Define mappers
• Shuffling is automatic
• Define reducers
22
Apache Spark : Fast Big Data
• Fast to Run
• General execution graphs
• In-memory storage
• Rich APIs in Java, Scala, P...
23
Apache Drill
24
Use Case 1
Financial Services : RecommendationEngine &
Realtime Targeting
25
Financial Services : RecommendationEngine & Realtime Targeting
Making personalized real-time offers to credit card cust...
26
Making personalized real-time offers to credit card customers
Financial Services : RecommendationEngine & Realtime Targ...
27
Use Case 2
Security & Risk Management
28
Security & Risk Management
High Performance machine-learning to detect fraud patterns
29
Security & Risk Management
30
Use Case 3
Data Warehouse Optimization
31
TDWI : Evolving Data Warehouse Architectures
32
Data Warehouse Optimization
Improve data services to customers while reducing enterprise architecture costs
33
Data Warehouse Optimization
Thank	you	
Support	our	CISSP	CLASS	FROM	25	TO	29	APRIL	2016
Contact	to	shindy@advancedtechpac.com
www.advancedtechpac.com
...
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Big Data for Smart City

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Big Data for Smart City

  1. 1. Big Data for Smart City Furqonuddin Ramdhani www.icion-leadership.com
  2. 2. 22 Smart City Definition, objectives, Big Data Use Cases for Smart City Big Data Definition, Landscape, Ecosystem, Hadoop, Life Cycle Big Data Use Case RecommendationEngine, Risk Management, Data Warehouse Optimization Outline
  3. 3. 3 Smart City
  4. 4. Smart City 44 In Smart Cities, digital technologies translate into better public services for citizens, better use of resources and less impact on the environment.
  5. 5. 5 Big Data Use Cases for Smart City • Social Media Analysis / Sentiment Analysis, aims to analyze and study of people’s opinions, attitudes and emotions toward an entity in text of specific subjects. • Retail Analytics, recommendation engine to predict next best offers of products to customers.
  6. 6. 6 Introduction to Big Data
  7. 7. 7 What is Big Data ?
  8. 8. 8 Big data enabled by five ‘Digital Economy’ drivers
  9. 9. www.slideproject.com 9
  10. 10. 10 Hadoop • “Scalable”, “Fault Tolerant” platform for large amount data storage & processing, distributed across machines. • Based on Google File System (GFS) & MapReduce
  11. 11. 11
  12. 12. 12 MapR Hadoop Ecosystem
  13. 13. 13 Hadoop
  14. 14. 1414 Big Data Life Cycle
  15. 15. 15 Copy Files in HDFS
  16. 16. 16 Import RDBMS Data
  17. 17. 17 Stream data into Hadoop using Flume
  18. 18. 18 Streams using Kafka
  19. 19. 19 Process Data
  20. 20. 20 Data Processing • Transform the data • Enrich the data • Examples : • Store data in multiple formats • Aggregate data • Build recommendations • …
  21. 21. 21 MapReduce Processing Model • Define mappers • Shuffling is automatic • Define reducers
  22. 22. 22 Apache Spark : Fast Big Data • Fast to Run • General execution graphs • In-memory storage • Rich APIs in Java, Scala, Python
  23. 23. 23 Apache Drill
  24. 24. 24 Use Case 1 Financial Services : RecommendationEngine & Realtime Targeting
  25. 25. 25 Financial Services : RecommendationEngine & Realtime Targeting Making personalized real-time offers to credit card customers
  26. 26. 26 Making personalized real-time offers to credit card customers Financial Services : RecommendationEngine & Realtime Targeting
  27. 27. 27 Use Case 2 Security & Risk Management
  28. 28. 28 Security & Risk Management High Performance machine-learning to detect fraud patterns
  29. 29. 29 Security & Risk Management
  30. 30. 30 Use Case 3 Data Warehouse Optimization
  31. 31. 31 TDWI : Evolving Data Warehouse Architectures
  32. 32. 32 Data Warehouse Optimization Improve data services to customers while reducing enterprise architecture costs
  33. 33. 33 Data Warehouse Optimization
  34. 34. Thank you Support our CISSP CLASS FROM 25 TO 29 APRIL 2016 Contact to shindy@advancedtechpac.com www.advancedtechpac.com • www.icion-leadership.com • LOOK FORWARD TO YOUR SUPPORT IN 2017 • CISSP COMMUNITY EVENT FEB IN PONDOK INDAH • https://www.youtube.com/watch?v=fqUjXIlCcfM

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