Center of Excellence - Big Data - GAVS Technologies
Deciding on the right strategy for the
organization is one of the main objectives of CoE. This would allow the
organization to be data-driven which would in return benefit from Big Data,
Machine Learning, Analytics, and Internet of Things (IoT).
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Big Data plays a major role in
bringing down the cost of the organization
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It also helps to reduce the
response time to ensure that the project is delivered on time
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It helps an organization to
build skillful resources
Role of Big Data:
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It helps an organization to
build big data applications that are better in quality. This can be done by
maximizing their ability to leverage data.
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The data engineers ensure that
the data:
·
Defines the data audience and
strategic data assets
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Have the right infrastructure,
right technologies and right key competencies
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It ensures that there is
effective governance and security are in place to avoid huge legal, financial
and reputational problems
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It gathers the required data
and puts in place the latest methods of collection
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It helps in getting the most
out of machine learning and predictive analytics
Stages of Data Analytics:
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Data Source Edge
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Pre-processing: Decompression,
Filtering, Normalization
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Transformation: Aggregation,
Dimension, Reduction
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Analysis: Summary, Clustering,
Statistics
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Modeling: Classification,
Regression, Association Rules, Simulation
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Validation: Hypothesis,
Testing, Metrics
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Decision-Making: Prediction
Focus Areas:
The following computation modes are
supported by Algorithm:
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Stream Processing
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Batch Processing
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Distributed Processing
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Online Processing
Big Data Analytics lifestyle can be divided
into nine stages. They are:
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Business Case Evaluation
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Data Identification
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Data Acquisition &
Filtering
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Data Extraction
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Data Validation & Cleaning
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Data Aggregation & Representation
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Data Analysis
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Data Visualization
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Utilization of Analysis Results
To establish a data-driven organization is the prime focus of Big-Data CoE. This can be done by developing the proof of the concept using the latest technologies with Machine Learning Models and Big Data.
The above article has been taken from GAVS Technologies that provide the best cybersecurity and compliance services in the USA.
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