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TensorFlow Machine Learning Cookbook
會員

Exploremachinelearningconceptsusingthelatestnumericalcomputinglibrary—TensorFlow—withthehelpofthiscomprehensivecookbookAboutThisBook?YourquickguidetoimplementingTensorFlowinyourday-to-daymachinelearningactivities?Learnadvancedtechniquesthatbringmoreaccuracyandspeedtomachinelearning?UpgradeyourknowledgetothesecondgenerationofmachinelearningwiththisguideonTensorFlowWhoThisBookIsForThisbookisidealfordatascientistswhoarefamiliarwithC++orPythonandperformmachinelearningactivitiesonaday-to-daybasis.Intermediateandadvancedmachinelearningimplementerswhoneedaquickguidetheycaneasilynavigatewillfindituseful.WhatYouWillLearn?BecomefamiliarwiththebasicsoftheTensorFlowmachinelearninglibrary?GettoknowLinearRegressiontechniqueswithTensorFlow?LearnSVMswithhands-onrecipes?Implementneuralnetworksandimprovepredictions?ApplyNLPandsentimentanalysistoyourdata?MasterCNNandRNNthroughpracticalrecipes?TakeTensorFlowintoproductionInDetailTensorFlowisanopensourcesoftwarelibraryforMachineIntelligence.TheindependentrecipesinthisbookwillteachyouhowtouseTensorFlowforcomplexdatacomputationsandwillletyoudigdeeperandgainmoreinsightsintoyourdatathaneverbefore.You’llworkthroughrecipesontrainingmodels,modelevaluation,sentimentanalysis,regressionanalysis,clusteringanalysis,artificialneuralnetworks,anddeeplearning–eachusingGoogle’smachinelearninglibraryTensorFlow.ThisguidestartswiththefundamentalsoftheTensorFlowlibrarywhichincludesvariables,matrices,andvariousdatasources.Movingahead,youwillgethands-onexperiencewithLinearRegressiontechniqueswithTensorFlow.Thenextchapterscoverimportanthigh-levelconceptssuchasneuralnetworks,CNN,RNN,andNLP.OnceyouarefamiliarandcomfortablewiththeTensorFlowecosystem,thelastchapterwillshowyouhowtotakeittoproduction.StyleandapproachThisbooktakesarecipe-basedapproachwhereeverytopicisexplicatedwiththehelpofareal-worldexample.

Nick McClure ·電子通信 ·7.7萬字

Machine Learning with R
會員

Solvereal-worlddataproblemswithRandmachinelearningKeyFeatures*Thirdeditionofthebestselling,widelyacclaimedRmachinelearningbook,updatedandimprovedforR3.6andbeyond*HarnessthepowerofRtobuildflexible,effective,andtransparentmachinelearningmodels*Learnquicklywithaclear,hands-onguidebyexperiencedmachinelearningteacherandpractitioner,BrettLantzBookDescriptionMachinelearning,atitscore,isconcernedwithtransformingdataintoactionableknowledge.Roffersapowerfulsetofmachinelearningmethodstoquicklyandeasilygaininsightfromyourdata.MachineLearningwithR,ThirdEditionprovidesahands-on,readableguidetoapplyingmachinelearningtoreal-worldproblems.WhetheryouareanexperiencedRuserornewtothelanguage,BrettLantzteachesyoueverythingyouneedtouncoverkeyinsights,makenewpredictions,andvisualizeyourfindings.Thisnew3rdeditionupdatestheclassicRdatasciencebooktoR3.6withnewerandbetterlibraries,adviceonethicalandbiasissuesinmachinelearning,andanintroductiontodeeplearning.Findpowerfulnewinsightsinyourdata;discovermachinelearningwithR.Whatyouwilllearn*Discovertheoriginsofmachinelearningandhowexactlyacomputerlearnsbyexample*PrepareyourdataformachinelearningworkwiththeRprogramminglanguage*ClassifyimportantoutcomesusingnearestneighborandBayesianmethods*Predictfutureeventsusingdecisiontrees,rules,andsupportvectormachines*Forecastnumericdataandestimatefinancialvaluesusingregressionmethods*Modelcomplexprocesseswithartificialneuralnetworks—thebasisofdeeplearning*Avoidbiasinmachinelearningmodels*Evaluateyourmodelsandimprovetheirperformance*ConnectRtoSQLdatabasesandemergingbigdatatechnologiessuchasSpark,H2O,andTensorFlowWhothisbookisforDatascientists,students,andotherpractitionerswhowantaclear,accessibleguidetomachinelearningwithR.

Brett Lantz ·自動化 ·12.1萬字

Windows Server 2019 Automation with PowerShell Cookbook
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AutomateWindowsservertaskswiththepowerfulfeaturesofthePowerShellLanguageKeyFeatures*LeveragePowerShelltoautomatecomplexWindowsservertasks*MasternewfeaturessuchasDevOps,andcontainers,andspeeduptheirperformanceusingPowerShell*ImprovePowerShell'susability,andcontrolandmanageWindows-basedenvironmentsbyworkingthroughexcitingrecipesBookDescriptionWindowsServer2019representsthelatestversionofMicrosoft’sflagshipserveroperatingsystem.ItalsocomeswithPowerShellVersion5.1andhasanumberofadditionalfeaturesthatITprosfinduseful.ThebookhelpsthereaderlearnhowtousePowerShellandmanagecoreroles,features,andservicesofWindowsServer2019.YouwillbeginwithcreatingaPowerShellAdministrativeEnvironmentthathasupdatedversionsofPowerShellandtheWindowsManagementFramework,updatedversionsofthe.NETFramework,andthird-partymodules.Next,youwilllearntousePowerShelltosetupandconfigureWindowsServer2019networkingandalsomanagingobjectsintheADenvironment.Youwillalsolearntosetupahosttoutilizecontainersandhowtodeploycontainers.YouwillalsobeimplementingdifferentmechanismsforachievingdesiredstateconfigurationalongwithgettingwellversedwithAzureinfrastructureandhowtosetupVirtualMachines,websites,andsharedfilesonAzure.Finally,youwillbeusingsomepowerfultoolsyoucanusetodiagnoseandresolveissueswithWindowsServer2019.Bytheendofthebook,youwilllearnalotoftripsandtrickstoautomateyourwindowsenvironmentwithPowerShellWhatyouwilllearn*PerformkeyadmintasksonWindowsServer2019*EmployingbestpracticesforwritingPowerShellscriptsandconfiguringWindowsServer2019*Usethe.NETFrameworktoachieveadministrativescripting*SetupVMs,websites,andsharedfilesonAzure*Reportsystemperformanceusingbuilt-incmdletsandWMItoobtainsinglemeasurements*KnowthetoolsyoucanusetodiagnoseandresolveissueswithWindowsServerWhothisbookisforIfyouareasystemsadministrator,engineer,oranarchitectworkingwithWindowsServer2016interestedinupgradingtoWindowsServer2019andautomatingtaskswithPowerShell,thenthisbookisforyou.AbasicknowledgeofPowerShellisexpected.

Thomas Lee ·自動化 ·9.3萬字

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