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11949754
Data lake (warehouse)
Description
For more information check out the course HKPolyUx: ISE101x Knowledge Management and Big Data in Business on edx.org https://courses.edx.org/courses/course-v1:HKPolyUx+ISE101x+3T2017/course/
No tags specified
big data
data warehouse
data lake
unstructured information
big data
Mind Map by
Prohor Leykin
, updated more than 1 year ago
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Created by
Prohor Leykin
almost 7 years ago
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Resource summary
Data lake (warehouse)
Data mining from Big Data (4V's)
4 V's
Volume
The simpliest
Variety
That is what really makes the data Big
Velocity
Delays significantly decrease the value of information
Value
Finding patterns, clusters, corelations, predicting variable
ETL (Extract, transform and load)
Hadoop (open source). Bring algorithm to a data MapReduce
To load or not to load Data to a Lake?
Streaming instead of batch update
Data governance
Or just liabilities?
Data lake ->
Lake may leak
Data swamp ->
Toxic swamp
Information assets
All kinds of information collected by an organization
Structural
Unstructural
Semi structural information
Business objectives
Know your customer (KYC)
OLAP (olnine analysis processing)
OLTP (online transaction processing)
Collect and process the data at the moment of it's creation
OLA (online action) due to user's activity, patterns, clusters, value prediction
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