The Artificial Intelligence Infrastructure Workshop
Socialnetworkingsitesseeanaverageof350millionuploadsdaily-aquantityimpossibleforhumanstoscanandanalyze.OnlyAIcandothisjobattherequiredspeed,andtoleverageanAIapplicationatitsfullpotential,youneedanefficientandscalabledatastoragepipeline.TheArtificialIntelligenceInfrastructureWorkshopwillteachyouhowtobuildandmanageone.TheArtificialIntelligenceInfrastructureWorkshopbeginstakingyouthroughsomereal-worldapplicationsofAI.You’llexplorethelayersofadatalakeandgettogripswithsecurity,scalability,andmaintainability.Withthehelpofhands-onexercises,you’lllearnhowtodefinetherequirementsforAIapplicationsinyourorganization.ThisAIbookwillshowyouhowtoselectadatabaseforyoursystemandruncommonqueriesondatabasessuchasMySQL,MongoDB,andCassandra.You’llalsodesignyourownAItradingsystemtogetafeelofthepipeline-basedarchitecture.AsyoulearntoimplementadeepQ-learningalgorithmtoplaytheCartPolegame,you’llgainhands-onexperiencewithPyTorch.Finally,you’llexplorewaystorunmachinelearningmodelsinproductionaspartofanAIapplication.Bytheendofthebook,you’llhavelearnedhowtobuildanddeployyourownAIsoftwareatscale,usingvarioustools,APIframeworks,andserializationmethods.
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