Making MATLAB Data Analytics Accessible Across The ...€¦ · Domain specific toolboxes MATLAB...
Transcript of Making MATLAB Data Analytics Accessible Across The ...€¦ · Domain specific toolboxes MATLAB...
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July 2nd 2020 | Online
Making MATLAB Data Analytics Accessible
Across The Enterprise
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Key takeaways
▪ Data for decision making should be available throughout the Enterprise
– Not only engineers need data – decision makers of all sorts need data
▪ Large volumes of data require new paradigms
– Scaling out is necessary
▪ The diversity of systems require interoperability of tools
– MathWorks integrates with many different frameworks
Compute People
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Automotive use case
Access and
Explore Data
Preprocess
Data
Develop
Algorithms
& Models
Operationalize
ModelsAnalyze Data
Automotive
• Vehicles
• Engines
• Controllers
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Motivating factors for enterprise accessibility of Data Analytics
▪ Not all users of data are engineers
▪ Reuse among engineers
Da
sh
bo
ard
s
We
b A
pp
En
terp
rise
Ap
p{ RESTful API }
TableauSpotfire PowerBI
Qlik
Signal Proc
Signal Proc
Signal Proc
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Processing data
▪ Exploratory work on a desktop
▪ Big Data cannot be processed on a single machine
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Processing data
Enterprise
Application
Mobile / Web
Application
< >
Power BI
MATLAB Production Server
Request
Broker
Worker processes
MATLAB
Data sources /
applications
Integrate with a broad
array of databases, data
stores and streaming
services
Scale to service hundreds of
concurrent requests while Securing
access
Access from a wide
range of enterprise
applications
Streaming
data
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Vis
ua
liza
tio
n
Access and
Explore Data
Preprocess
Data
Develop
Algorithms
& Models
Operationalize
ModelsAnalyze Data
MATLAB CI / CD
MA
TL
AB
Pla
tfo
rm
MATLAB
Production Server
Domain specific
toolboxes
MATLAB Parallel ServerB
ig D
ata
Da
ta S
ou
rce
s
Azure
DevOps
Training, simulation, optimization
MATLAB Web
App Server
Signal
Proc
Optimi-
zation
Sharing, deployment, integrationData exploration, preprocessing, algorithm development
cloudera
databricksApacheSpark
hadoop
Jenkins
Da
sh
bo
ard
s
We
b A
pp
En
terp
rise
Ap
p{ RESTful API }
TableauSpotfire PowerBI
Qlik
Data
stores
Streaming
data
Operational
Technology
Files• Avro
• Parquet
• AWS S3
• Azure BLOB
• Apache Kafka
• Azure EventHub
• OSISoft PI
MathWorks provides a comprehensive end-to-end solution Data
Analytics in the Enterprise
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Live Demonstration
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Key takeaways
• Data for decision making should be available throughout the Enterprise• Not only engineers need data – decision makers of all sorts need data
• Large volumes of data require new paradigms• Scaling out is necessary
• The diversity of systems require interoperability of tools• MathWorks integrates with many different frameworks
Compute People