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Thinking BIG
Big Data Concepts and
Patterns
.p
Dr. Lilia Sfaxi
April 2017
DATA
2
DATA
Data Mining
DataViz Data Analytics
Open Data
Data Science
Cloud Mobile IoT BI
Big Data
3
Collection
Processing
Storage
Visualization
Security - Monitoring
Business
Data Issues
4
Data Issues
Available Data Value Extraction On-Time
5
Data Issues
Infrastructure
Data Issues
Infrastructure
Scalable
Available
Flexible
Volume
Velocity
Variety7
Data Issues
3V 8
Store THEN Process
Big Data Principles
Data-driven Decisions (NOT Decision-Driven Data)
Redunduncy is GOOD
There is NO NEEDLESS Data
GO Polyglot!
9
Scalability
Scale UP vs Scale OUT
10
Classical : Scale UP
Scalability
Scale UP vs Scale OUT
11
Big Data : Scale OUT
Ring Master	- Slave
12
Scalability
Architectures
Classical Architectures Big Data Architecture
Database Application Server
13
Scalability
Co-Localization of Processing & Storage
14
Scalability
FaultTolerance
Data Replication
15
Scalability
FaultTolerance
Data Replication
Cluster Replication
16
Scalability
FaultTolerance
Data Replication
Cluster Replication
Rack Awareness
Availability
CAPTheorem
17
Consistency
Availability PartitionTolerance
Pick
Any
Two
Availability
CAPTheorem
18
Consistency
Atomicity
Isolation
Durability
Basically Available
Soft-State
Eventual Consistency
ACID BASE
Availability
Time
19
Stream Processing Support
Dynamic and Interactive Charts and Reports
In-Memory Processing
In-Memory Storage
Flexibility
ONE application can support…
20
Diverse Data Sources
Schema-less Data
Multiple Processing Paradigms
Multiple Storage Systems
Research Domains
21
In the Big Data Domain
EVERYTHING
IsYet to Be Done
Research Domains
Optimization
22
Processing Time Optimization
Storage Size and Compression
Data Access Optimization
Tradeoff bw Consistency and Availability
Research Domains
Data Science
23
Distributed Algorithms for Machine Learning
Semantic & Sentiment Analysis
Visualization Algorithms
Data Mining, Data Prediction, Data Analytics
Research Domains
Big Data Design
24
Design Methodologies for Big Data Systems
Standardization of Big Data Architectures
Design and Architectural Patterns
Modeling Language(s) for Schema-less Data
Research Domains
Big Data Security
25
Non-Relational Databases Security
Logs Gathering and Analysis
Source Data Validation and Filtering
Access Control and Cryptography
Research Domains
Big Data & OtherTrends
26
Big Data & Business Intelligence
Big Data & Cloud Computing
Big Data & Internet of Things
Big Data & Mobile
Research Domains
Big Data & Business Fields
27
Big Data in Education
Big Data in Health
Big Data in Art
Big Data in Finance
In Other Words…
28
Big Data is Here to STAY!
Thinking BIG
Big Data Concepts and
Patterns
.p
Dr. Lilia Sfaxi
April 2017

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