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ApacheSupersetisamodern,opensource,enterprise-readybusinessintelligence(BI)webapplication.Withthehelpofthisbook,youwillseehowSupersetintegrateswithpopulardatabaseslikePostgres,GoogleBigQuery,Snowflake,andMySQL.YouwilllearntocreaterealtimedatavisualizationsanddashboardsonmodernwebbrowsersforyourorganizationusingSuperset.First,welookatthefundamentalsofSuperset,andthengetitupandrunning.You'llgothroughtherequisiteinstallation,configuration,anddeployment.Then,wewilldiscussdifferentcolumnardatatypes,analytics,andthevisualizationsavailable.You'llalsoseethesecuritytoolsavailabletotheadministratortokeepyourdatasafe.Youwilllearnhowtovisualizerelationshipsasgraphsinsteadofcoordinatesonplainorthogonalaxes.Thiswillhelpyouwhenyouuploadyourownentityrelationshipdatasetandanalyzethedatasetinnew,differentways.Youwillalsoseehowtoanalyzegeographicalregionsbyworkingwithlocationdata.Finally,wecoverasetoftutorialsondashboarddesignsfrequentlyusedbyanalysts,businessintelligenceprofessionals,anddevelopers.

·2.2萬字

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Applied Data Visualization with R and ggplot2

AppliedDataVisualizationwithRandggplot2introducesyoutotheworldofdatavisualizationbytakingyouthroughthebasicfeaturesofggplot2.Tostartwith,you’lllearnhowtosetuptheRenvironment,followedbygettinginsightsintothegrammarofgraphicsandgeometricobjectsbeforeyouexploretheplottingtechniques.You’lldiscoverwhatlayers,scales,coordinates,andthemesare,andstudyhowyoucanusethemtotransformyourdataintoaestheticalgraphs.Onceyou’vegraspedthebasics,you’llmoveontostudyingsimpleplotssuchashistogramsandadvancedplotssuchassuperimposinganddensityplots.You’llalsogettogripswithplottingtrends,correlations,andstatisticalsummaries.Bytheendofthisbook,you’llhavecreateddatavisualizationsthatwillimpressyourclients.

·1.5萬字

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Docker on Amazon Web Services

Overthelastfewyears,Dockerhasbeenthegoldstandardforbuildinganddistributingcontainerapplications.AmazonWebServices(AWS)isaleaderinpubliccloudcomputing,andwasthefirsttoofferamanagedcontainerplatformintheformoftheElasticContainerService(ECS).DockeronAmazonWebServicesstartswiththebasicsofcontainers,Docker,andAWS,beforeteachingyouhowtoinstallDockeronyourlocalmachineandestablishaccesstoyourAWSaccount.You'llthendigdeeperintotheECS,anativecontainermanagementplatformprovidedbyAWSthatsimplifiesmanagementandoperationofyourDockerclustersandapplicationsfornoadditionalcost.Onceyouhavegottogripswiththebasics,you'llsolvekeyoperationalchallenges,includingsecretsmanagementandauto-scalingyourinfrastructureandapplications.You'llexplorealternativestrategiesfordeployingandrunningyourDockerapplicationsonAWS,includingFargateandECSServiceDiscovery,ElasticBeanstalk,DockerSwarmandElasticKubernetesService(EKS).Inadditiontothis,therewillbeastrongfocusonadoptinganInfrastructureasCode(IaC)approachusingAWSCloudFormation.Bytheendofthisbook,you'llnotonlyunderstandhowtorunDockeronAWS,butalsobeabletobuildreal-world,secure,andscalablecontainerplatformsinthecloud.

·15.8萬字

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Seven NoSQL Databases in a Week

IfyouareabuddingDBAoradeveloperwhowantstogetstartedwiththefundamentalsofNoSQLdatabases,thisbookisforyou.RelationalDBAswhowanttogetinsightsintothevariousofferingsofpopularNoSQLdatabaseswillalsofindthisbooktobeveryuseful.

·6.5萬字

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Mastering PostGIS

IfyouareaGISdeveloperoranalystwhowantstomasterPostGIStobuildefficient,scalableGISapplications,thisbookisforyou.Ifyouwanttoconductadvancedanalysisofspatialdata,thisbookwillalsohelpyou.ThebookassumesthatyouhaveaworkinginstallationofPostGISinplace,andhaveworkingexperiencewithPostgreSQL.

·5.2萬字

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Hands-On Recommendation Systems with Python

Recommendationsystemsareattheheartofalmosteveryinternetbusinesstoday;fromFacebooktoNet?ixtoAmazon.Providinggoodrecommendations,whetherit'sfriends,movies,orgroceries,goesalongwayindefininguserexperienceandenticingyourcustomerstouseyourplatform.Thisbookshowsyouhowtodojustthat.YouwilllearnaboutthedifferentkindsofrecommendersusedintheindustryandseehowtobuildthemfromscratchusingPython.Noneedtowadethroughtonsofmachinelearningtheory—you'llgetstartedwithbuildingandlearningaboutrecommendersasquicklyaspossible..Inthisbook,youwillbuildanIMDBTop250clone,acontent-basedenginethatworksonmoviemetadata.You'llusecollaborativefilterstomakeuseofcustomerbehaviordata,andaHybridRecommenderthatincorporatescontentbasedandcollaborativefilteringtechniquesWiththisbook,allyouneedtogetstartedwithbuildingrecommendationsystemsisafamiliaritywithPython,andbythetimeyou'refnished,youwillhaveagreatgraspofhowrecommendersworkandbeinastrongpositiontoapplythetechniquesthatyouwilllearntoyourownproblemdomains.

·2.9萬字

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Go Machine Learning Projects

Goistheperfectlanguageformachinelearning;ithelpstoclearlydescribecomplexalgorithms,andalsohelpsdeveloperstounderstandhowtorunefficientoptimizedcode.ThisbookwillteachyouhowtoimplementmachinelearninginGotomakeprogramsthatareeasytodeployandcodethatisnotonlyeasytounderstandanddebug,butalsotohaveitsperformancemeasured.ThebookbeginsbyguidingyouthroughsettingupyourmachinelearningenvironmentwithGolibrariesandcapabilities.Youwillthenplungeintoregressionanalysisofareal-lifehousepricingdatasetandbuildaclassificationmodelinGotoclassifyemailsasspamorham.UsingGonum,Gorgonia,andSTL,youwillexploretimeseriesanalysisalongwithdecompositionandcleanupyourpersonalTwittertimelinebyclusteringtweets.Inadditiontothis,youwilllearnhowtorecognizehandwritingusingneuralnetworksandconvolutionalneuralnetworks.Lastly,you'lllearnhowtochoosethemostappropriatemachinelearningalgorithmstouseforyourprojectswiththehelpofafacialdetectionproject.Bytheendofthisbook,youwillhavedevelopedasolidmachinelearningmindset,astrongholdonthepowerfulGotoolkit,andasoundunderstandingofthepracticalimplementationsofmachinelearningalgorithmsinreal-worldprojects.

·7.8萬字

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Mastering ServiceNow Scripting

ThisbookistargetedtowardServiceNowadministratorsoranyonewillingtolearninbuiltJavaScriptAPIsusedtoscriptandcustomizeServiceNowinstances.PriorexperiencewithServiceNowisrequired.

·4.6萬字

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Scala for Machine Learning

AreyoucuriousaboutAI?AllyouneedisagoodunderstandingoftheScalaprogramminglanguage,abasicknowledgeofstatistics,akeeninterestinBigDataprocessing,andthisbook!

·10.4萬字

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TIBCO Spotfire：A Comprehensive Primer（Second Edition）

Theneedforagilebusinessintelligence(BI)isgrowingdaily,andTIBCOSpotfire?combinesself-servicefeatureswithessentialenterprisegovernanceandscalingcapabilitiestoprovidebest-practiceanalyticssolutions.SpotfireiseasyandintuitivetouseandisarewardingenvironmentforallBIusersandanalyticsdevelopers.Startingwithdataandvisualizationconcepts,thisbooktakesyouonajourneythroughincreasinglyadvancedtopicstohelpyouworktowardbecomingaprofessionalanalyticssolutionprovider.Examplesofanalyzingreal-worlddataareusedtoillustratehowtoworkwithSpotfire.Onceyou'vecoveredtheAI-drivenrecommendationsengine,you'llmoveontounderstandingSpotfire'srichsuiteofvisualizationsandwhen,whyandhowyoushoulduseeachofthem.Inlaterchapters,you'llworkwithlocationanalytics,advancedanalyticsusingTIBCOEnterpriseRuntimeforR?,howtodecidewhethertousein-databaseorin-memoryanalytics,andhowtoworkwithstreaming(live)datainSpotfire.You'llalsoexplorekeyproductintegrationsthatsignificantlyenhanceSpotfire'scapabilities.ThisbookwillenableyoutoexploittheadvantagesoftheSpotfireservetopologyandlearnhowtomakepracticaluseofschedulingandroutingrules.Bytheendofthisbook,youwillhavelearnedhowtobuildandusepowerfulanalyticsdashboardsandapplications,performspatialanalytics,andbeabletoadministeryourSpotfireenvironmentefficiently

·8.9萬字

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Learning Responsive Data Visualization

Webdevelopersanddatascienceprofessionalswhowanttomaketheirvisualizationsworkforsmallerscreensizes.SomebasicknowledgeofJavaScriptandDatavisualizationisexpected.

·5.5萬字

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Hands-On Edge Analytics with Azure IoT

EdgeanalyticshasgainedattentionastheIoTmodelforconnecteddevicesrisesinpopularity.Thisguidewillgiveyouinsightsintoedgeanalyticsasadataanalysismodel,andhelpyouunderstandwhyit’sgainingmomentum.You'llbeginwiththekeyconceptsandcomponentsusedinanedgeanalyticsapp.Movingahead,you'lldelveintocommunicationprotocolstounderstandhowsensorssendtheirdatatocomputersormicrocontrollers.Next,thebookwilldemonstratehowtodesignmodernedgeanalyticsappsthattakeadvantageoftheprocessingpowerofmodernsingle-boardcomputersandmicrocontrollers.Later,you'llexploreMicrosoftAzureIoTEdge,MicroPython,andtheOpenCVvisualrecognitionlibrary.Asyouprogress,you'llcovertechniquesforprocessingAIfunctionalitiesfromtheserversidetothesensorysideofIoT.You'llevengethands-onwithdesigningasmartdoorbellsystemusingthetechnologiesyou’velearned.Toremovevulnerabilitiesintheoveralledgeanalyticsarchitecture,you'lldiscoverwaystoovercomesecurityandprivacychallenges.Finally,you'llusetoolstoauditandperformreal-timemonitoringofincomingdataandgeneratealertsfortheinfrastructure.Bytheendofthisbook,you'llhavelearnedhowtouseedgeanalyticsprogrammingtechniquesandbeabletoimplementautomatedanalyticalcomputations.

·4.3萬字

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Mastering Metasploit

Thisbookisahands-onguidetopenetrationtestingusingMetasploitandcoversitscompletedevelopment.ItshowsanumberoftechniquesandmethodologiesthatwillhelpyoumastertheMetasploitframeworkandexploreapproachestocarryingoutadvancedpenetrationtestinginhighlysecuredenvironments.

·6.3萬字

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Big Data Analysis with Python

Processingbigdatainrealtimeischallengingduetoscalability,informationinconsistency,andfaulttolerance.BigDataAnalysiswithPythonteachesyouhowtousetoolsthatcancontrolthisdataavalancheforyou.Withthisbook,you'lllearnpracticaltechniquestoaggregatedataintousefuldimensionsforposterioranalysis,extractstatisticalmeasurements,andtransformdatasetsintofeaturesforothersystems.ThebookbeginswithanintroductiontodatamanipulationinPythonusingpandas.You'llthengetfamiliarwithstatisticalanalysisandplottingtechniques.Withmultiplehands-onactivitiesinstore,you'llbeabletoanalyzedatathatisdistributedonseveralcomputersbyusingDask.Asyouprogress,you'llstudyhowtoaggregatedataforplotswhentheentiredatacannotbeaccommodatedinmemory.You'llalsoexploreHadoop(HDFSandYARN),whichwillhelpyoutacklelargerdatasets.ThebookalsocoversSparkandexplainshowitinteractswithothertools.Bytheendofthisbook,you'llbeabletobootstrapyourownPythonenvironment,processlargefiles,andmanipulatedatatogeneratestatistics,metrics,andgraphs.

·4萬字

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R Programming Fundamentals

RProgrammingFundamentals,focusedonRandtheRecosystem,introducesyoutothetoolsforworkingwithdata.Tostartwith,you’llunderstandyouhowtosetupRandRStudio,followedbyexploringRpackages,functions,datastructures,controlflow,andloops.Onceyouhavegraspedthebasics,you’llmoveontostudyingdatavisualizationandgraphics.You’lllearnhowtobuildstatisticalandadvancedplotsusingthepowerfulggplot2library.Inadditiontothis,you’lldiscoverdatamanagementconceptssuchasfactoring,pivoting,aggregating,merging,anddealingwithmissingvalues.Bytheendofthisbook,you’llhavecompletedanentiredatascienceprojectofyourownforyourportfolioorblog.

·2.9萬字

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Kubernetes on AWS

Dockercontainerspromisetoradicalizethewaydevelopersandoperationsbuild,deploy,andmanageapplicationsrunningonthecloud.Kubernetesprovidestheorchestrationtoolsyouneedtorealizethatpromiseinproduction.KubernetesonAWSguidesyouindeployingaproduction-readyKubernetesclusterontheAWSplatform.YouwillthendiscoverhowtoutilizethepowerofKubernetes,whichisoneofthefastestgrowingplatformsforproduction-basedcontainerorchestration,tomanageandupdateyourapplications.Kubernetesisbecomingthego-tochoiceforproduction-gradedeploymentsofcloud-nativeapplications.ThisbookcoversKubernetesfromfirstprinciples.YouwillstartbylearningaboutKubernetes'powerfulabstractions-PodsandServices-thatmakemanagingcontainerdeploymentseasy.Thiswillbefollowedbyaguidedtourthroughsettingupaproduction-readyKubernetesclusteronAWS,whilelearningthetechniquesyouneedtosuccessfullydeployandmanageyourownapplications.Bytheendofthebook,youwillhavegainedplentyofhands-onexperiencewithKubernetesonAmazonWebServices.Youwillalsohavepickedupsometipsondeployingandmanagingapplications,keepingyourclusterandapplicationssecure,andensuringthatyourwholesystemisreliableandresilienttofailure.

·6.4萬字

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Cisco UCS Cookbook

Thisbookisforcompetentsystem/networkorstorageadministratorswhoareworkingwithCiscoUCS,butnowwanttolearnnewwaystocomputeUCS.

·3.7萬字

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Unity Multiplayer Games

Aneasy-to-follow,tutorialmannerthatusesthelearning-by-exampleapproach.IfyouareadeveloperwhowantstostartmakingmultiplayergameswiththeUnitygameengine,thisbookisforyou.Thisbookassumesyouhavesomebasicexperiencewithprogramming.NopriorknowledgeoftheUnityIDEisrequired.

·4.4萬字

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Bayesian Analysis with Python

ThesecondeditionofBayesianAnalysiswithPythonisanintroductiontothemainconceptsofappliedBayesianinferenceanditspracticalimplementationinPythonusingPyMC3,astate-of-the-artprobabilisticprogramminglibrary,andArviZ,anewlibraryforexploratoryanalysisofBayesianmodels.ThemainconceptsofBayesianstatisticsarecoveredusingapracticalandcomputationalapproach.Syntheticandrealdatasetsareusedtointroduceseveraltypesofmodels,suchasgeneralizedlinearmodelsforregressionandclassification,mixturemodels,hierarchicalmodels,andGaussianprocesses,amongothers.Bytheendofthebook,youwillhaveaworkingknowledgeofprobabilisticmodelingandyouwillbeabletodesignandimplementBayesianmodelsforyourowndatascienceproblems.Afterreadingthebookyouwillbebetterpreparedtodelveintomoreadvancedmaterialorspecializedstatisticalmodelingifyouneedto.

·8.6萬字

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TensorFlow：Powerful Predictive Analytics with TensorFlow

Thisbookisaimedatdevelopers,dataanalysts,machinelearningpractitioners,anddeeplearningenthusiastswhowanttobuildpowerful,robust,andaccuratepredictivemodelswiththepowerofTensorFlow.

·3萬字

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Apache Superset Quick Start Guide