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ConfigureandUseMATLABintheCloudtoDevelop,ScaleandDeployAIApplications
HishamEl-Masry
SeniorProductManager
PAGE
10
Cloudenablesaccesstolargedatasetsandcomputeresources
FileStorage
Multi-coreCPU
GPU
Cloudenablesaccesstolargedatasetsandcomputeresources
FileStorage
MATLAB
Multi-coreCPU
GPU
Clusters
Todaywewilllookattwomaintopicsaboutthecloud
HowtoconfigureMATLABinyourCloudenvironment
HowtouseMATLABinyourCloudworkflow
HowtoconfigureMATLABinyourCloudenvironment
FourPrimaryWaystoUseMATLABintheCloud
AWS
AZURE
PublicClouds On-Premise/PrivateCloud HostingProvider MathWorksCloud
Whateveryourcloudenvironment,MATLABcanworkandscale
AWS
AZURE
PublicClouds On-Premise/PrivateCloud HostingProvider MathWorksCloud
ReferenceArchitectures
SetupMATLABonAWSorAzureeasilywithreferencearchitectures
AWS
AZURE
SupportsAzureAWSandMicrosoftAzure
IncludesCloudtemplates,Architecturediagram,Step-by-stepinstructions
/mathworks-ref-arch
Whateveryourcloudenvironment,MATLABcanworkandscale
AWS
AZURE
PublicClouds On-Premise/PrivateCloud HostingProvider MathWorksCloud
ReferenceArchitectures
CloudDataServices
DataServices
Supportprovidedby
SupportProvidedBy:
DataServices
AZURE
AccessyourclouddatawithconnectorsforMATLAB
Datastore
BlobStorage
(read,outofmemorydata)
DatabaseToolbox
AzureSQLDatabase
AzureDatabasefor
SQLDataWarehouse
SQLServerStretch
(standardODBC/JDBC)
MySQL/PostgreSQL
Database
BlobStorage:Blob,
DataLake
CosmosDB:MongoDB,
SupportPackages
Table,File
(read/write/delete,
encryption,accesscontrol)
(read/write/delete,encryption,accesscontrol)
Cassandra,Tableinterfaces
Datastore
AmazonS3
(read,outofmemorydata)
DatabaseToolbox
(standardODBC/JDBC)
AmazonAurora
AmazonRDSforPostreSQL/MySQL/MariaDB/Oracle/SQL
Server
SupportPackages
AmazonS3
(read/write/delete,encryption,accesscontrol)
AmazonEFS
(NFS/Linux)
AmazonAthena
(QueryofS3data)
AWS
Forthecompletelist,goto
/cloud.html
Whateveryourcloudenvironment,MATLABcanworkandscale
AWS
AZURE
PublicClouds On-Premise/PrivateCloud HostingProvider MathWorksCloud
ReferenceArchitectures
CloudDataServices
CloudCenter
CreateandmanageyourAWSclusterwithCloudCenter
Whateveryourcloudenvironment,MATLABcanworkandscale
AWS
AZURE
PublicClouds On-Premise/PrivateCloud HostingProvider MathWorksCloud
ReferenceArchitectures
CloudDataServices
CloudCenter
MATLABDockerfile
DeepLearningContainer
CreateaMATLABcontainerimagewiththeMATLABDockerfilereferencearchitecture
/mathworks-ref-arch/matlab-dockerfile
MATLABDeepLearningContainerforNVIDIAGPUCloud
PreconfiguredDockercontainer
MATLAB+9ToolboxesforDeepLearning
SeveralPretrainedConvolutionalNeuralNetworks
NVIDIAGPUCloud
containerregistry
SSH
VNC
VirtualMachine
AZURE
AWS
AWSp3orAzureNC-series
/catalog/containers/partners:matlab
ReferenceArchitectures
MATLABDockerfile
CloudCenter
CloudDataServices
DeepLearningContainer
Whateveryourcloudenvironment,MATLABcanworkandscale
AWS
AZURE
PublicClouds On-Premise/PrivateCloud HostingProvider MathWorksCloud
ReferenceArchitectures
MATLABDockerfile
CloudCenter
CloudDataServices
MATLABOnline
MATLABDrive
DeepLearningContainer
Whateveryourcloudenvironment,MATLABcanworkandscale
AWS
AZURE
PublicClouds On-Premise/PrivateCloud HostingProvider MathWorksCloud
ReferenceArchitectures
MATLABDockerfile
CloudCenter
CloudDataServices
MATLABOnline
MATLABDrive
DeepLearningContainer
MATLABOnlineServer
Whateveryourcloudenvironment,MATLABcanworkandscale
AWS
AZURE
PublicClouds On-Premise/PrivateCloud HostingProvider MathWorksCloud
HowtouseMATLABinyourCloudworkflow
TechnicalComputingArtificialIntelligenceWorkflow
AccessandExplore
Data
PreprocessData
DevelopPredictiveModels
IntegrateAnalyticswith
Systems
Files
Databases
Sensors
WorkingwithMessyData
DataReduction/Transformation
FeatureExtraction
ModelCreatione.g.
MachineLearning
ParameterOptimization
Model
Validation
Apps
EnterpriseSystems
AWS
AZURE
Files
Databases
Sensors
AccessandExplore
Data
LeveragedatastorestohandlebigdataonpubliccloudssuchasAzureBlobsorAmazonS3buckets
setenv('AWS_ACCESS_KEY_ID',access_key_id);
setenv('AWS_SECRET_ACCESS_KEY',access_key);
ds=imageDatastore(fileLoc);
[trainDS,valDS,testDS]=splitEachlabel(ds,…
0.7,0.15,0.15,‘randomized’);
Net=trainNetwork(trainDS,layers,trainOpts);
PreprocessData
WorkingwithMessyData
DataReduction/Transformation
FeatureExtraction
UsingMATLABreferencearchitecturetodevelopanalyticsoncloudstoreddata
MathWorksHostedLicenseManager
Usecasesinthecloud:
RemoteDesktop
AWS
AZURE
VirtualNetwork
VirtualMachine
Dataanalyticsoncloud-storeddata
Accesstohigh-endmulti-coreVMs,
GPUs,FPGAs
PrototypingparallelalgorithmsandmodelsononeVMbeforescalingtoacluster
Useacomputeclusterforpreprocessingofdatalargesetsofdata
/mathworks-ref-arch/matlab-on-aws
/mathworks-ref-arch/matlab-on-azure
DevelopPredictive
Models
ModelCreatione.g.
MachineLearning
ParameterOptimization
Model
Validation
Core4
Core3
Core4
Core3
ParallelComputingParadigm
Core1
Core2
Core1
Core2
Core4
Core3
Core4
Core3
Core2
Core1
Core2
Core1
MATLABDesktop(client)
Clusterofcomputers
Speedupyourparametersweepsandsimulationruns
ClientwithMATLABandParallelComputingToolbox
LicenseManager
AWS
AZURE
ComputenodeVMs
HeadnodeVM
withMATLABjobscheduler
VirtualNetwork
MATLABParallelServerCloudReferenceArchitecture
Usecasesinthecloud:
Parametersweeps
MonteCarloruns
Optimization
Distributedarraycalculations
/mathworks-ref-arch/matlab-parallel-server-on-aws
/mathworks-ref-arch/matlab-parallel-server-on-azure
IntegrateAnalyticswithSystems
Apps
Enterprise
Systems
AWS
AZURE
Deploy,scale,andintegrateyouranalyticswithoperational
systems
Cloudconsole
MATLAB
ProductionServerrequestendpoint
https://hostname:9920/app/predictload
AWS
AZURE
MATLABProductionServerVMs
LoadBalancer
Management/
LicenseServerVM
VirtualNetwork
MATLABProductionServerCloudReferenceArchitecture
Usecasesinthecloud:
DeployAImodelsoralgorithmsasmicroserviceAPIs
Scalabled
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