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Machinelearning(ML)combinedwithdataminingcangiveyouamazingresultsinyourdataminingworkbyempoweringyouwithseveralwaystolookatdata.Thisbookwillhelpyouimproveyourdataminingtechniquesbyusingsmartmodelingtechniques.ThisbookwillteachyouhowtoimplementMLalgorithmsandtechniquesinyourdataminingwork.Itwillenableyoutopairthebestalgorithmswiththerighttoolsandprocesses.Youwilllearnhowtoidentifypatternsandmakepredictionswithminimalhumanintervention.YouwillbuilddifferenttypesofMLmodels,suchastheneuralnetwork,theSupportVectorMachines(SVMs),andtheDecisiontree.Youwillseehowallofthesemodelsworksandwhatkindofdatainthedatasettheyaresuitedfor.Youwilllearnhowtocombinetheresultsofdifferentmodelsinordertoimproveaccuracy.Topicssuchasremovingnoiseandhandlingerrorswillgiveyouanaddededgeinmodelbuildingandoptimization.Bytheendofthisbook,youwillbeabletobuildpredictivemodelsandextractinformationofinterestfromthedataset

·2.3萬字

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Hands-On Microservices with Kubernetes

Kubernetesisamongthemostpopularopen-sourceplatformsforautomatingthedeployment,scaling,andoperationsofapplicationcontainersacrossclustersofhosts,providingacontainer-centricinfrastructure.Hands-OnMicroserviceswithKubernetesstartsbyprovidingyouwithin-depthinsightsintothesynergybetweenKubernetesandmicroservices.YouwilllearnhowtouseDelinkcious,whichwillserveasalivelabthroughoutthebooktohelpyouunderstandmicroservicesandKubernetesconceptsinthecontextofareal-worldapplication.Next,youwillgetuptospeedwithsettingupaCI/CDpipelineandconfiguringmicroservicesusingKubernetesConfigMaps.Asyoucoverlaterchapters,youwillgainhands-onexperienceinsecuringmicroservices,andimplementingREST,gRPCAPIs,andaDelinkciousdatastore.Inadditiontothis,you’llexploretheNuclioproject,runaserverlesstaskonKubernetes,andmanageandimplementdata-intensivetests.Towardtheconcludingchapters,you’lldeploymicroservicesonKubernetesandlearntomaintainawell-monitoredsystem.Finally,you’lldiscovertheimportanceofservicemeshesandhowtoincorporateIstiointotheDelinkciouscluster.Bytheendofthisbook,you’llhavegainedtheskillsyouneedtoimplementmicroservicesonKuberneteswiththehelpofeffectivetoolsandbestpractices.

·10.5萬字

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Learning C for Arduino

Thisbookisforhobbyistswhohavenoknowledgeaboutprogrammingandmicrocontrollers,butarekeentolearnCprogrammingusingaveryaffordablehardwaredevice.

·4.7萬字

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Data Wrangling with Python

Fordatatobeusefulandmeaningful,itmustbecuratedandrefined.DataWranglingwithPythonteachesyouthecoreideasbehindtheseprocessesandequipsyouwithknowledgeofthemostpopulartoolsandtechniquesinthedomain.ThebookstartswiththeabsolutebasicsofPython,focusingmainlyondatastructures.ItthendelvesintothefundamentaltoolsofdatawranglinglikeNumPyandPandaslibraries.You’llexploreusefulinsightsintowhyyoushouldstayawayfromtraditionalwaysofdatacleaning,asdoneinotherlanguages,andtakeadvantageofthespecializedpre-builtroutinesinPython.ThiscombinationofPythontipsandtrickswillalsodemonstratehowtousethesamePythonbackendandextract/transformdatafromanarrayofsourcesincludingtheInternet,largedatabasevaults,andExcelfinancialtables.Tohelpyouprepareformorechallengingscenarios,you’llcoverhowtohandlemissingorwrongdata,andreformatitbasedontherequirementsfromthedownstreamanalyticstool.Thebookwillfurtherhelpyougraspconceptsthroughreal-worldexamplesanddatasets.Bytheendofthisbook,youwillbeconfidentinusingadiversearrayofsourcestoextract,clean,transform,andformatyourdataefficiently.

·6.4萬字

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Apache Hadoop 3 Quick Start Guide

ApacheHadoopisawidelyuseddistributeddataplatform.Itenableslargedatasetstobeefficientlyprocessedinsteadofusingonelargecomputertostoreandprocessthedata.ThisbookwillgetyoustartedwiththeHadoopecosystem,andintroduceyoutothemaintechnicaltopics,includingMapReduce,YARN,andHDFS.ThebookbeginswithanoverviewofbigdataandApacheHadoop.Then,youwillsetupapseudoHadoopdevelopmentenvironmentandamulti-nodeenterpriseHadoopcluster.Youwillseehowtheparallelprogrammingparadigm,suchasMapReduce,cansolvemanycomplexdataprocessingproblems.Thebookalsocoverstheimportantaspectsofthebigdatasoftwaredevelopmentlifecycle,includingqualityassuranceandcontrol,performance,administration,andmonitoring.YouwillthenlearnabouttheHadoopecosystem,andtoolssuchasKafka,Sqoop,Flume,Pig,Hive,andHBase.Finally,youwilllookatadvancedtopics,includingrealtimestreamingusingApacheStorm,anddataanalyticsusingApacheSpark.Bytheendofthebook,youwillbewellversedwithdifferentconfigurationsoftheHadoop3cluster.

·4萬字

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Internet of Things for Architects

Thisbookisforarchitects,systemdesigners,technologists,andtechnologymanagerswhowanttounderstandtheIoTecosphere,varioustechnologies,andtradeoffsanddevelopa50,000-footviewofIoTarchitecture.

·12.3萬字

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DevOps：Continuous Delivery，Integration，and Deployment with DevOps

Thisbookisforengineers,architects,anddevelopers,whowishtolearnthecorestrategiesofDevOps.

·1.9萬字

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ServiceNow Cookbook

ThisbooktargetsITprofessionalsandadministratorswhohavesomeexperienceofworkingwithServiceNowalreadyandarelookingtosolveregularoruniqueproblemsthatsurfacewhenusingServiceNow.It’sadvisabletohaveabasiclevelofadministrationexperiencewithServiceNow.FamiliaritywithJavaScriptisassumed.

·4萬字

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Mastering D3.js

Ifyouareasoftwaredeveloperworkingwithdatavisualizationsandwanttobuildcomplexdatavisualizations,thisbookisforyou.BasicknowledgeofD3frameworkisexpected.Withreal-worldexamples,youwilllearnhowtostructureyourapplicationstocreateenterprise-levelchartsandinteractivedashboards.

·7.6萬字

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Expert AWS Development

ThisbooktargetsdeveloperswhowouldliketobuildandmanagewebandmobileapplicationsandservicesontheAWSplatform.Ifyouareanarchitectyouwillbeabletotakeadeepdiveanduseexamplesthatcanbereadilyappliedtorealworldscenarios.Somepriorprogrammingexperienceisassumedalongwithfamiliarityofcloudcomputing.

·7.1萬字

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Stream Analytics with Microsoft Azure

Ifyouarelookingforaresourcethatteachesyouhowtoprocesscontinuousstreamsofdatainreal-time,thisbookiswhatyouneed.Abasicunderstandingoftheconceptsinanalyticsisallyouneedtogetstartedwiththisbook

·4.2萬字

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機器學習技術及應用

機器學習課程內容選擇上，既要選擇反映機器學習的基礎知識和經典算法，又要重視近期非常活躍的深度學習和神經網絡的內容。因此，本選題主要包括六個基本模塊，一是機器學習的基本概念的介紹，主要讓學生了解機器學習的基本概念，了解機器學習的應用場景。二是機器學習環境的搭建，通過項目驅動，讓學生搭建屬于自己的機器學習開發環境。三是介紹機器學習中的監督學習經典算法。四是介紹機器學習非監督學習經典算法。五是介紹目前比較熱門的深度學習技術中的神經網絡技術。六是介紹強化學習技術。

·8萬字

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Blender 3D Printing by Example

Ifyou’readesigner,artist,hobbyistandnewtotheworldof3Dprinting,thisisthebookforyou.SomebasicknowledgeofBlenderandgeometrywillhelp,butisnotessential.

·5.5萬字

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VMware vSphere 6.5 Cookbook（Third Edition）

Ifyouareasystemadministrator,supportprofessional,oranyoneinterestedinlearninghowtoinstall,configure,andmanageavSphereenvironment,thenthisbookisforyou.Thistask-orientedreferenceguidewillalsobenefitconsultantsorinfrastructurearchitectswhodesignanddeployvSphere6.5environments.

·6.8萬字

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Julia 1.0 Programming

ThereleaseofJulia1.0isnowreadytochangethetechnicalworldbycombiningthehighproductivityandeaseofuseofPythonandRwiththelightning-fastspeedofC++.Julia1.0programminggivesyouaheadstartintacklingyournumericalanddataproblems.YouwillbeginbylearninghowtosetuparunningJuliaplatform,beforeexploringitsvariousbuilt-intypes.Withthehelpofpracticalexamples,thisbookwalksyouthroughtwoimportantcollectiontypes:arraysandmatrices.Inadditiontothis,youwillbetakenthroughhowtypeconversionsandpromotionswork.Inthecourseofthebook,youwillbeintroducedtothehomo-iconicityandmetaprogrammingconceptsinJulia.YouwillunderstandhowJuliaprovidesdifferentwaystointeractwithanoperatingsystem,aswellasotherlanguages,andthenyou'lldiscoverwhatmacrosare.Onceyouhavegraspedthebasics,you’llstudywhatmakesJuliasuitablefornumericalandscientificcomputing,andlearnaboutthefeaturesprovidedbyJulia.Bytheendofthisbook,youwillalsohavelearnedhowtorunexternalprograms.ThisbookcoversallyouneedtoknowaboutJuliainordertoleverageitshighspeedandefficiencyforyourapplications.

·4.1萬字

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Machine Learning with R Quick Start Guide

MachineLearningwithRQuickStartGuidetakesyouonadata-drivenjourneythatstartswiththeverybasicsofRandmachinelearning.Itgraduallybuildsuponcoreconceptssoyoucanhandlethevariedcomplexitiesofdataandunderstandeachstageofthemachinelearningpipeline.FromdatacollectiontoimplementingNaturalLanguageProcessing(NLP),thisbookcoversitall.Youwillimplementkeymachinelearningalgorithmstounderstandhowtheyareusedtobuildsmartmodels.Youwillcovertaskssuchasclustering,logisticregressions,randomforests,supportvectormachines,andmore.Furthermore,youwillalsolookatmoreadvancedaspectssuchastrainingneuralnetworksandtopicmodeling.Bytheendofthebook,youwillbeabletoapplytheconceptsofmachinelearning,dealwithdata-relatedproblems,andsolvethemusingthepowerfulyetsimplelanguagethatisR.

·4.4萬字

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Hadoop 2.x Administration Cookbook

IfyouareasystemadministratorwithabasicunderstandingofHadoopandyouwanttogetintoHadoopadministration,thisbookisforyou.It’salsoidealifyouareaHadoopadministratorwhowantsaquickreferenceguidetoalltheHadoopadministration-relatedtasksandsolutionstocommonlyoccurringproblems

·6.6萬字

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DevOps for Salesforce

SalesforceisoneofthetopCRMtoolsusedthesedays,andwithitsimmensefunctionalitiesandfeatures,iteasesthefunctioningofanenterpriseinvariousareasofsales,marketing,andfinance,amongothers.DeployingSalesforceapplicationsisatrickyevent,anditcangetquitetaxingforadminsandconsultants.ThisbookaddressesalltheproblemsthatyoumightencounterwhiletryingtodeployyourapplicationsandshowsyouhowtoresorttoDevOpstotakethesechallengesheadon.BeginningwithanoverviewofthedevelopmentanddeliveryprocessofaSalesforceapp,DevOpsforSalesforcecoversvarioustypesofsandboxingandhelpsyouunderstandwhentochoosewhichtype.YouwillthenseehowdifferentitistodeploywithSalesforceascomparedtodeployingwithanotherapp.Youwilllearnhowtoleverageamigrationtoolandautomatedeploymentusingthelatestandmostpopulartoolsintheecosystem.ThisbookexplorestopicssuchasversioncontrolandDevOpstechniquessuchasContinuousIntegration,ContinuousDelivery,andtesting.Finally,thebookwillconcludebyshowingyouhowtotrackbugsinyourapplicationchangesusingmonitoringtoolsandhowtoquantifyyourproductivityandROI.Bytheendofthebook,youwillhaveacquiredskillstocreate,test,andeffectivelydeployyourapplicationsbyleveragingthefeaturesofDevOps.

·2.4萬字

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Hands-On Data Analysis with NumPy and pandas

Hands-OnDataAnalysiswithNumPyandPandasisforyouifyouareaPythondeveloperandwanttotakeyourfirststepsintotheworldofdataanalysis.Nopreviousexperienceofdataanalysisisrequiredtoenjoythisbook.

·2.2萬字

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DevOps：Puppet，Docker，and Kubernetes

ThisLearningPathisfordevelopers,systemadministrators,andDevOpsengineerswhowanttousePuppet,Docker,andKubernetesintheirdevelopment,QA,orproductionenvironments.ThisLearningPathassumesexperiencewithLinuxadministrationandrequiressomeexperiencewithcommand-lineusageandbasictextfileediting.

·17萬字

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Machine Learning for Data Mining