POWERUP Machine Learning Minimum Viable Model and ...
文章推薦指數： 80 %
Minimum Viable Model What to Expect. Milestone 1: Explore data. Perform analysis to understand your data; Milestone 2: Select algorithm POWERUPMachineLearningMinimumViableModelandPipeline BringyourMLproof-of-concepttomarket POWERUPMachineLearningMinimumViableModelandPipeline BringyourMLproof-of-concepttomarket YouknowaMachineLearningsolutionisrightforyou,butcouldusehelpselectingamodelorbuildingoneyourself. POWERUPMachineLearningMinimumViableModelhelpsyouthroughtheiterativeprocessofdevelopinganinitialmodelbasedonyourspecificbusinessusecase.You’llendupwithacustomsolutionandabetterunderstandingofwheretotakeitnext. OrperhapsyourexistingMLmodelperformswell,butyoucouldtakeadvantageofapipelinebuiltinGoogleCloud.POWERUPMachineLearningMinimumViablePipelineprovidesascalable,composable,andsecureMLpipelineinGoogleCloudtoeasilyandquicklybringyourMLsolutionstomarket. EngagewithSADAtostartyourMachineLearningadoptiontoday! MinimumViableModel WhattoExpect Milestone1: ExploredataPerformanalysistounderstandyourdata Milestone2:SelectalgorithmIdentifydatascienceandmachinelearningapproach Milestone3: DevelopfeatureengineeringpipelineCreatetherightfeaturesfromrawdatafortheMLtask Milestone4:BuildMLmodel Develop,train,andevaluatethemodelontestdatasets Milestone5:IterateonMLmodelRefineMLmodeltoimproveperformanceandefficacy Milestone6:FinalizedocumentationDocumentandhand-offtheMLmodel KeyDeliverables AninitialMLmodelincludingcodetotrainyourmodelandevaluateitsquality Atechnicaldesigndocumentdescribingthemodel'sarchitecturewithrecommendednextstepsonmodeliteration MinimumViablePipeline WhattoExpect Milestone1:GatherrequirementsReviewinfrastructureandgatherrequirementsforpipelineneeds Milestone2:Understandmodel Understandthebusinessgoalanddatarequiredforthemodel Milestone3:IdentifycomposablecomponentsofthepipelineConfirmthatyourdesignmeetsoperationalrequirements Milestone4:CreateMLPipelineGeneratepipelineinyourGoogleCloudaccount Milestone5:DocumentworkandonboardusersPerformtestingtoconfirmusers'abilitytounderstandandrunthepipeline Milestone6:FinalizedocumentationWriteanddelivertechnicaldesigndocument KeyDeliverables AsecureMLpipelinedeployedonGoogleCloudtoquicklybringyourMLsolutiontomarket AtechnicaldesigndocumentwithaninventoryofGoogleCloudconfigurationdecisions Pipelinecodeandscriptstolaunchpipelines ContactustobringyourMLproof-of-concepttomarket! ContactourexpertstofindoutmoreaboutthePOWERproductsthatarerightforyou! EXPERTCLOUDSOLUTIONSANDSERVICES AstheGoogleCloudPartneroftheYearthreeyearsrunning,weknowhowtomaximizethepowerofGoogleCloudtomeetyourobjectives.Withaward-winningconsulting,migration,andchangemanagementservices,SADA’sexpertshelpyoumobilizeGoogleCloudtomeetyourbusinessobjectivesheadon—nomatterwhatyourchallenge. SeeourServices GOOGLECLOUDSOLUTIONS GoogleCloud’scompleteportfolioofcloudsolutionsallowsyoutoeasilystartyourcloudtransformationjourney.Youcancollaborate,build,test,deploy,andtransformwitheaseonGoogleCloud.Letushelpyoufindtherightsolutiontomeetyourbusinessobjectives. SeeourCloudSolutions EXPLORESADA CloudNClear ListentoCloudnClear,apodcasthostedbyTonySafoian,PresidentandCEOofSADA.ItfeaturesexpertsfromSADA,partners,andourcustomersdiscussinganddebatingwhatdigitaltransformationmeansintherealworld. CaseStudies Wehavetheexpertiseandexperiencetocreatethebestsolutionforourcustomersfortodayandintotomorrow.Readsuccessstoriesofhowwe’vetransformedcustomersandpreparedthemforthefuture. SADABlog Withinsightsonnewcloudtechnologies,deepindustryknowledge,andexpertiseinGoogleCloud’sportfolioofproducts,ourblogbringsyouthelatestinwhatyouneedtoknowandprovidesbestpracticesforwhatyouneedtocontinueyourgrowth.
延伸文章資訊
- 1Machine Learning for Minimum Viable Model (MVM)
Machine Learning for Minimum Viable Model (MVM) helps customers develop an initial machine learni...
- 2Minimum Viable Model (MVM) for AI/ML in Atlanta
Design, build, & test a machine learning model with optimal investment & minimal risk. Begin your...
- 3Minimum viable product - Wikipedia
- 4Minimum Viable Model Estimates for Machine Learning Projects
The resulting estimates will allow data scientists and managers to evaluate whether a proposed ma...
- 5Practical Data Science: Building Minimum Viable Models
MVM is based on the principle that data-based startups need to have affordable data science model...
