kubeflow-labs

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匿名用户2021年11月11日
39阅读
开发技术Python
所属分类人工智能、机器学习/深度学习
授权协议View license

作品详情

LabsforTrainingandServingTensorFlowModelswithKubernetesandKubeflowonAzureContainerService(AKS)PrerequisitesHaveavalidMicrosoftAzuresubscriptionallowingthecreationofanAKSclusterDockerclientinstalled:InstallingDockerAzure-cli(2.0)installed:InstallingtheAzureCLI2.0|MicrosoftDocsGitcliinstalled:InstallingGitCLIKubectlinstalled:InstallingKubectlHelminstalled:InstallingHelmCLI(Note:OnWindowsyoucanextractthetarfileusingatoollike7Zip.)ksonnetinstalled:InstallingksonnetCLI

Clonethisrepositorysomewheresoyoucaneasilyaccessthedifferentsourcefiles:

gitclonehttps://github.com/Azure/kubeflow-labsContentSummaryModuleDescription0IntroductionIntroductiontothisworkshop.Motivationsandgoals.1DockerDockerandcontainers101.2KubernetesKubernetesimportantconceptsoverview.3HelmIntroductiontoHelm4KubeflowIntroductiontoKubeflowandhowtodeployitinyourcluster.5JupyterHubLearnhowtorunJupyterHubtocreateandmanageJupyternotebooksusingKubeflow6TFJobIntroductiontoTFJobandhowtouseittodeployasimpleTensorFlowtraining.7DistributedTensorflowLearnhowtodeployandmonitordistributedTensorFlowtrainingswithTFJob8HyperparametersSweepwithHelmUsingHelmtodeployalargenumberoftrainingstestingdifferenthypothesis,andTensorBoardtomonitorandcomparetheresults9ServingUsingTensorFlowServingtoservepredictions10GoingFurtherLinksandresourcestogofurther:Autoscaling,DistributedStorageetc.Contributing

Thisprojectwelcomescontributionsandsuggestions.MostcontributionsrequireyoutoagreetoaContributorLicenseAgreement(CLA)declaringthatyouhavetherightto,andactuallydo,grantustherightstouseyourcontribution.Fordetails,visithttps://cla.microsoft.com.

Whenyousubmitapullrequest,aCLA-botwillautomaticallydeterminewhetheryouneedtoprovideaCLAanddecoratethePRappropriately(e.g.,label,comment).Simplyfollowtheinstructionsprovidedbythebot.YouwillonlyneedtodothisonceacrossallreposusingourCLA.

ThisprojecthasadoptedtheMicrosoftOpenSourceCodeofConduct.FormoreinformationseetheCodeofConductFAQorcontactopencode@microsoft.comwithanyadditionalquestionsorcomments.

LegalNotices

MicrosoftandanycontributorsgrantyoualicensetotheMicrosoftdocumentationandothercontentinthisrepositoryundertheCreativeCommonsAttribution4.0InternationalPublicLicense,seetheLICENSEfile,andgrantyoualicensetoanycodeintherepositoryundertheMITLicense,seetheLICENSE-CODEfile.

Microsoft,Windows,MicrosoftAzureand/orotherMicrosoftproductsandservicesreferencedinthedocumentationmaybeeithertrademarksorregisteredtrademarksofMicrosoftintheUnitedStatesand/orothercountries.ThelicensesforthisprojectdonotgrantyourightstouseanyMicrosoftnames,logos,ortrademarks.Microsoft'sgeneraltrademarkguidelinescanbefoundathttps://go.microsoft.com/fwlink/?LinkID=254653.

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