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Hands-OnDataSciencewithAnacondaisforyouifyouareadeveloperwhoislookingforthebesttoolsinthemarkettoperformdatascience.It’salsoidealfordataanalystsanddatascienceprofessionalswhowanttoimprovetheefficiencyoftheirdatascienceapplicationsbyusingthebestlibrariesinmultiplelanguages.BasicprogrammingknowledgewithRorPythonandintroductoryknowledgeoflinearalgebraisexpected.

·4.6萬字

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Deep Reinforcement Learning Hands-On

Recentdevelopmentsinreinforcementlearning(RL),combinedwithdeeplearning(DL),haveseenunprecedentedprogressmadetowardstrainingagentstosolvecomplexproblemsinahuman-likeway.Google’suseofalgorithmstoplayanddefeatthewell-knownAtariarcadegameshaspropelledthefieldtoprominence,andresearchersaregeneratingnewideasatarapidpace.DeepReinforcementLearningHands-OnisacomprehensiveguidetotheverylatestDLtoolsandtheirlimitations.YouwillevaluatemethodsincludingCross-entropyandpolicygradients,beforeapplyingthemtoreal-worldenvironments.TakeonboththeAtarisetofvirtualgamesandfamilyfavoritessuchasConnect4.ThebookprovidesanintroductiontothebasicsofRL,givingyoutheknow-howtocodeintelligentlearningagentstotakeonaformidablearrayofpracticaltasks.DiscoverhowtoimplementQ-learningon‘gridworld’environments,teachyouragenttobuyandtradestocks,andfindouthownaturallanguagemodelsaredrivingtheboominchatbots.

·13.4萬字

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Big Data Architect’s Handbook

Thebigdataarchitectsarethe"masters"ofdata,andholdhighvalueintoday’smarket.Handlingbigdata,beitofgoodorbadquality,isnotaneasytask.Theprimejobforanybigdataarchitectistobuildanend-to-endbigdatasolutionthatintegratesdatafromdifferentsourcesandanalyzesittofinduseful,hiddeninsights.BigDataArchitect’sHandbooktakesyouthroughdevelopingacomplete,end-to-endbigdatapipeline,whichwilllaythefoundationforyouandprovidethenecessaryknowledgerequiredtobeanarchitectinbigdata.Rightfromunderstandingthedesignconsiderationstoimplementingasolid,efficient,andscalabledatapipeline,thisbookwalksyouthroughalltheessentialaspectsofbigdata.ItalsogivesyouanoverviewofhowyoucanleveragethepowerofvariousbigdatatoolssuchasApacheHadoopandElasticSearchinordertobringthemtogetherandbuildanefficientbigdatasolution.Bytheendofthisbook,youwillbeabletobuildyourowndesignsystemwhichintegrates,maintains,visualizes,andmonitorsyourdata.Inaddition,youwillhaveasmoothdesignflowineachprocess,puttinginsightsinaction.

·8.2萬字

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Machine Learning with Core ML

MachineLearningwithCoreMLisforyouifyouareanintermediateiOSdeveloperinterestedinapplyingmachinelearningtoyourmobileapps.ThisbookisalsoforthosewhoaremachinelearningdevelopersordeeplearningpractitionerswhowanttobringthepowerofneuralnetworksintheiriOSapps.Someexposuretomachinelearningconceptswouldbebeneficialbutnotessential,asthisbookactsasalaunchpadintotheworldofmachinelearningfordevelopers.

·7.4萬字

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Learn Ansible

LearnAnsibleisperfectforsystemadministratorsanddeveloperswhowanttotaketheircurrentworkflowsandtransformthemintorepeatableplaybooksusingAnsible.NopriorknowledgeofAnsibleisrequired.

·9.7萬字

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Java Deep Learning Projects

Ifyouareadatascientist,machinelearningprofessional,ordeeplearningpractitionerkeentoexpandyourknowledgebydelvingintothepracticalaspectsofdeeplearningwithJava,thenthisbookiswhatyouneed!Getreadytobuildadvanceddeeplearningmodelstocarryoutcomplexnumericalcomputations.SomebasicunderstandingofmachinelearningconceptsandaworkingknowledgeofJavaarerequired.

·8.1萬字

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NetSuite ERP for Administrators

Thisbookisforadministrators,consultants,andProjectManagerswhowouldliketoimprovetheirskillsintheareasofconfigurationandsystemmanagement.BasicexperienceimplementingNetSuiteisassumed.

·5.1萬字

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Hands-On Microservices with C#

C#developers,softwarearchitects,andprofessionalswhowanttomastertheartofdesigningthemicroservicearchitecturethatisscalablebasedonenvironment.Developersshouldhaveabasicunderstandingof.NETapplicationdevelopmentusingC#andVisualStudio.

·3.9萬字

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Hands-On Serverless Computing

Serverlessapplicationsandarchitecturesaregainingmomentumandareincreasinglybeingusedbycompaniesofallsizes.Serverlesssoftwaretakescareofmanyproblemsthatdevelopersfacewhenrunningsystemsandservers,suchasfaulttolerance,centralizedlogging,horizontalscalability,anddeployments.Youwilllearnhowtoharnessserverlesstechnologytorapidlyreduceproductiontimeandminimizeyourcosts,whilestillhavingthefreedomtocustomizeyourcode,withouthinderingfunctionality.Uponfinishingthebook,youwillhavetheknowledgeandresourcestobuildyourownserverlessapplicationhostedinAWS,MicrosoftAzure,orGoogleCloudPlatform,andwillhaveexperiencedthebenefitsofevent-driventechnologyforyourself.Thishands-onguidedivesintothebasisofserverlessarchitecturesandhowtobuildthemusingNode.jsasaprogramminglanguage,VisualStudioCodeforcodeediting,andPostmanforquicklyandsecurelydevelopingapplicationswithoutthehassleofconfiguringandmaintaininginfrastructureonthreepubliccloudplatforms.

·5.6萬字

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Network Security with pfSense

Whileconnectedtotheinternet,you’reapotentialtargetforanarrayofcyberthreats,suchashackers,keyloggers,andTrojansthatattackthroughunpatchedsecurityholes.Afirewallworksasabarrier(or‘shield’)betweenyourcomputerandcyberspace.pfSenseishighlyversatilefirewallsoftware.WiththousandsofenterprisesusingpfSense,itisfastbecomingtheworld'smosttrustedopensourcenetworksecuritysolution.NetworkSecuritywithpfSensebeginswithanintroductiontopfSense,whereyouwillgainanunderstandingofwhatpfSenseis,itskeyfeatures,andadvantages.Next,youwilllearnhowtoconfigurepfSenseasafirewallandcreateandmanagefirewallrules.Asyoumakeyourwaythroughthechapters,youwilltestpfSenseforfailoverandloadbalancingacrossmultiplewideareanetwork(WAN)connections.YouwillthenconfigurepfSensewithOpenVPNforsecureremoteconnectivityandimplementIPsecVPNtunnelswithpfSense.Intheconcludingchapters,you’llunderstandhowtoconfigureandintegratepfSenseasaSquidproxyserver.Bytheendofthisbook,youwillbeabletoleveragethepowerofpfSensetobuildasecurenetwork.

·2.5萬字

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Hands-On Ensemble Learning with R

Ensembletechniquesareusedforcombiningtwoormoresimilarordissimilarmachinelearningalgorithmstocreateastrongermodel.Suchamodeldeliverssuperiorpredictionpowerandcangiveyourdatasetsaboostinaccuracy.Hands-OnEnsembleLearningwithRbeginswiththeimportantstatisticalresamplingmethods.Youwillthenwalkthroughthecentraltrilogyofensembletechniques–bagging,randomforest,andboosting–thenyou'lllearnhowtheycanbeusedtoprovidegreateraccuracyonlargedatasetsusingpopularRpackages.Youwilllearnhowtocombinemodelpredictionsusingdifferentmachinelearningalgorithmstobuildensemblemodels.Inadditiontothis,youwillexplorehowtoimprovetheperformanceofyourensemblemodels.Bytheendofthisbook,youwillhavelearnedhowmachinelearningalgorithmscanbecombinedtoreducecommonproblemsandbuildsimpleefficientensemblemodelswiththehelpofreal-worldexamples.

·7.1萬字

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Microsoft Power BI Quick Start Guide

MicrosoftPowerBIisacloud-basedservicethathelpsyoueasilyvisualizeandshareinsightsusingyourorganization'sdata.ThisbookwillgetyoustartedwithbusinessintelligenceusingthePowerBItoolset,coveringessentialconceptssuchasinstallation,designingeffectivedatamodels,aswellasbuildingbasicdashboardsandvisualizationstomakeyourdatacometolifeYouwilllearnhowtogetyourdatathewayyouwant–connectingtodatasourcessourcesandhowtocleanyourdatawiththePowerBIQueryEditor.Youwillnextlearnhowtoproperlydesignyourdatamodeltomakeyourdataeasiertoworkwith..YouwillnextlearnhowtoproperlydesignyourdatamodeltonavigatetablerelationshipsandbuildDAXformulastomakeyourdataeasiertoworkwith.Visualizingyourdataisanotherkeyelementofthisbook,andyouwilllearnhowtofollowproperdatavisualizationstylesandenhanceddigitalstorytellingtechniques.Bytheendofthisbook,youwillunderstandhowtoadministeryourorganization'sPowerBIenvironmentsodeploymentcanbemadeseamless,datarefreshescanrunproperly,andsecuritycanbefullyimplemented.

·4.5萬字

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Hands-On Agile Software Development with JIRA

Asteamsscaleinsize,projectmanagementcangetverycomplicated.OneofthebesttoolstodealwiththiskindofproblemisJIRA.ThisbookwillstartbyorganizingyourprojectrequirementsandtheprinciplesofAgiledevelopmenttogetyoustarted.YouwillthenbeintroducedtosetupaJIRAaccountandtheJIRAecosystemtohelpyouimplementadashboardforyourteam'sworkandissues.Youwilllearnhowtomanageanyissuesandbugsthatmightemergeinthedevelopmentstage.Goingahead,thebookwillhelpyoubuildreportsandusethemtoplanthereleasesbasedonthestudyofthereports.Towardstheend,youwillcomeacrossworkingwiththegathereddataandcreateadashboardthathelpsyoutracktheproject'sdevelopment.

·2.1萬字

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Mastering Kibana 6.x

KibanaisoneofthepopulartoolsamongdataenthusiastsforslicinganddicinglargedatasetsanduncoveringBusinessIntelligence(BI)withthehelpofitsrichandpowerfulvisualizations.Tobeginwith,MasteringKibana6.xquicklyintroducesyoutothefeaturesofKibana6.x,beforeteachingyouhowtocreatesmartdashboardsinnotime.Youwillexploremetricanalyticsandgraphexploration,followedbyunderstandinghowtoquicklycustomizeKibanadashboards.Inadditiontothis,youwilllearnadvancedanalyticssuchasmaps,hits,andlistanalytics.Allthiswillhelpyouenhanceyourskillsinrunningandcomparingmultiplequeriesandfilters,influencingyourdatavisualizationskillsatscale.WithKibana’sTimelionfeature,youcananalyzetimeseriesdatawithhistogramsandstatsanalytics.Bytheendofthisbook,youwillhavecreatedaspeedymachinelearningjobusingX-Packcapabilities.

·5.7萬字

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Hands-On Intelligent Agents with OpenAI Gym

Manyreal-worldproblemscanbebrokendownintotasksthatrequireaseriesofdecisionstobemadeoractionstobetaken.Theabilitytosolvesuchtaskswithoutamachinebeingprogrammedrequiresamachinetobeartificiallyintelligentandcapableoflearningtoadapt.Thisbookisaneasy-to-followguidetoimplementinglearningalgorithmsformachinesoftwareagentsinordertosolvediscreteorcontinuoussequentialdecisionmakingandcontroltasks.Hands-OnIntelligentAgentswithOpenAIGymtakesyouthroughtheprocessofbuildingintelligentagentalgorithmsusingdeepreinforcementlearningstartingfromtheimplementationofthebuildingblocksforconfiguring,training,logging,visualizing,testing,andmonitoringtheagent.Youwillwalkthroughtheprocessofbuildingintelligentagentsfromscratchtoperformavarietyoftasks.Intheclosingchapters,thebookprovidesanoverviewofthelatestlearningenvironmentsandlearningalgorithms,alongwithpointerstomoreresourcesthatwillhelpyoutakeyourdeepreinforcementlearningskillstothenextlevel.

·5.9萬字

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Learning Jupyter 5

TheJupyterNotebookallowsyoutocreateandsharedocumentsthatcontainlivecode,equations,visualizations,andexplanatorytext.TheJupyterNotebooksystemisextensivelyusedindomainssuchasdatacleaningandtransformation,numericalsimulation,statisticalmodeling,andmachinelearning.LearningJupyter5willhelpyougettogripswithinteractivecomputingusingreal-worldexamples.ThebookstartswithadetailedoverviewoftheJupyterNotebooksystemanditsinstallationindifferentenvironments.Next,youwilllearntointegratetheJupytersystemwithdifferentprogramminglanguagessuchasR,Python,Java,JavaScript,andJulia,andexplorevariousversionsandpackagesthatarecompatiblewiththeNotebooksystem.Movingahead,youwillmasterinteractivewidgetsandnamespacesandworkwithJupyterinamulti-usermode.Bytheendofthisbook,youwillhaveusedJupyterwithabigdatasetandbeabletoapplyallthefunctionalitiesyou’veexploredthroughoutthebook.YouwillalsohavelearnedallabouttheJupyterNotebookandbeabletostartperformingdatatransformation,numericalsimulation,anddatavisualization.

·3.6萬字

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Artificial Intelligence for Robotics

ArtificialIntelligenceforRoboticsstartswithanintroductiontoRobotOperatingSystems(ROS),Python,roboticfundamentals,andthesoftwareandtoolsthatarerequiredtostartoutwithrobotics.Youwilllearnroboticsconceptsthatwillbeusefulformakingdecisions,alongwithbasicnavigationskills.Asyoumakeyourwaythroughthechapters,youwilllearnaboutobjectrecognitionandgeneticalgorithms,whichwillteachyourrobottoidentifyandpickupanirregularobject.Withplentyofusecasesthroughout,youwillexplorenaturallanguageprocessing(NLP)andmachinelearningtechniquestofurtherenhanceyourrobot.Intheconcludingchapters,youwilllearnaboutpathplanningandgoal-orientedprogramming,whichwillhelpyourrobotprioritizetasks.Bytheendofthisbook,youwillhavelearnedtogiveyourrobotanartificialpersonalityusingsimulatedintelligence.

·9.7萬字

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D3.js Quick Start Guide

D3.jsisaJavaScriptlibrarythatallowsyoutocreategraphsanddatavisualizationsinthebrowserwithHTML,SVG,andCSS.ThisbookwilltakeyoufromthebasicsofD3.js,sothatyoucancreateyourowninteractivevisualizations,tocreatingthemostcommongraphsthatyouwillencounterasadeveloper,scientist,statistician,ordatascientist.ThebookbeginswithanoverviewofSVG,thebasisforcreatingtwo-dimensionalgraphicsinthebrowser.OncethereaderhasafirmunderstandingofSVG,wewilltacklethebasicsofhowtouseD3.jstoconnectdatatoourSVGelements.Wewillstartwithascatterplotthatmapsrundatatocirclesonagraph,andexpandourscatterplottomakeitinteractive.Youwillseehowyoucaneasilyallowtheusersofyourgraphtocreate,edit,anddeleterundatabysimplydraggingandclickingthegraph.Next,wewillexplorecreatingabargraph,usingexternaldatafromamockAPI.Afterthat,wewillexploreanimationsandmotionwithabargraph,andusevariousphysics-basedforcestocreateaforce-directedgraph.Finally,wewilllookathowtouseGeoJSONdatatocreateamap.

·2萬字

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MongoDB 4 Quick Start Guide

MongoDBhasgrowntobecomethedefactoNoSQLdatabasewithmillionsofusers,fromsmallstart-upstoFortune500companies.Itcansolveproblemsthatareconsidereddifficult,ifnotimpossible,foragingRDBMStechnologies.Writtenforversion4ofMongoDB,thisbookistheeasiestwaytogetstartedwithMongoDB.YouwillstartbygettingaMongoDBinstallationupandrunninginasafeandsecuremanner.Youwilllearnhowtoperformmission-criticalcreate,read,update,anddeleteoperations,andsetupdatabasesecurity.YouwillalsolearnaboutadvancedfeaturesofMongoDBsuchastheaggregationpipeline,replication,andsharding.YouwilllearnhowtobuildasimplewebapplicationthatusesMongoDBtorespondtoAJAXqueries,andseehowtomakeuseoftheMongoDBprogramminglanguagedriverforPHP.TheexamplesincorporatenewfeaturesavailableinMongoDBversion4whereappropriate.

·3萬字

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Getting Started with Tableau 2018.x

Tableauisoneoftheleadingbusinessintelligencetoolsusedworldwide,inorganizationsofeveryscale.Initslatestrelease,Tableau2018promisesricherandmoreusefulfeaturesrelatedtovisualanalytics,reporting,dashboarding,andahostofotherdatavisualizationaspects.GettingStartedwithTableau2018.xwillgetyouupandrunningwiththesefeatures.ThebookstartswithallthenewfunctionalitiesofthedifferentTableau2018versions,alongwithconcreteexamplesofhowtousethem.However,ifyou'renewtoTableau,don'tworry!TherestofthebookwillguideyouthrougheachmajoraspectofTableauwithexamples.You'lllearnhowtoconnecttodata,buildadatasource,visualizeyourdata,buildadashboard,andshareitonline.Inthefinalchapters,you'llalsolearnadvancedtechniquessuchascreatingacross-databasejoin,datablending,andmore.Bytheendofthebook,youwillhaveafirmunderstandingofhowtoeffectivelyuseTableautocreatequick,cost-effective,andbusiness-efficientbusinessintelligencesolutions.