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ThisLearningPathisyourcompleteguidetoquicklygettingtogripswithpopularmachinelearningalgorithms.You'llbeintroducedtothemostwidelyusedalgorithmsinsupervised,unsupervised,andsemi-supervisedmachinelearning,andlearnhowtousetheminthebestpossiblemanner.RangingfromBayesianmodelstotheMCMCalgorithmtoHiddenMarkovmodels,thisLearningPathwillteachyouhowtoextractfeaturesfromyourdatasetandperformdimensionalityreductionbymakinguseofPython-basedlibraries.You'llbringtheuseofTensorFlowandKerastobuilddeeplearningmodels,usingconceptssuchastransferlearning,generativeadversarialnetworks,anddeepreinforcementlearning.Next,you'lllearntheadvancedfeaturesofTensorFlow1.x,suchasdistributedTensorFlowwithTFclusters,deployproductionmodelswithTensorFlowServing.You'llimplementdifferenttechniquesrelatedtoobjectclassification,objectdetection,imagesegmentation,andmore.BytheendofthisLearningPath,you'llhaveobtainedin-depthknowledgeofTensorFlow,makingyouthego-topersonforsolvingartificialintelligenceproblemsThisLearningPathincludescontentfromthefollowingPacktproducts:MasteringMachineLearningAlgorithmsbyGiuseppeBonaccorso.MasteringTensorFlow1.xbyArmandoFandango.DeepLearningforComputerVisionbyRajalingappaaShanmugamani.

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JavaScripthasevolvedintoalanguagethatyoucanuseonanyplatform.ModernJavaScriptWebDevelopmentCookbookisaperfectblendofsolutionsfortraditionalJavaScriptdevelopmentandmodernareasthatdevelopershavelatelybeenexploringwithJavaScript.ThiscomprehensiveguideteachesyouhowtoworkwithJavaScriptonservers,browsers,mobilephonesanddesktops.YouwillstartbyexploringthenewfeaturesofES8.YouwillthenmoveontolearningtheuseofES8onservers(withNode.js),withtheobjectiveofproducingservicesandmicroservicesanddealingwithauthenticationandCORS.OnceyougetaccustomedtoES8,youwilllearntoapplyittobrowsersusingframeworks,suchasReactandRedux,whichinteractthroughAjaxwithservices.YouwillthenunderstandtheuseofamodernframeworktodeveloptheUI.Inadditiontothis,developmentformobiledeviceswithReactNativewillwalkyouthroughthebenefitsofcreatingnativeapps,bothforAndroidandiOS.Finally,you’llbeabletoapplyyournew-foundknowledgeofserver-sideandclient-sidetoolstodevelopapplicationswithElectron.

·11.5萬字

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Mastering OpenCV 4

MasteringOpenCV,nowinitsthirdedition,targetscomputervisionengineerstakingtheirfirststepstowardmasteringOpenCV.Keepingthemathematicalformulationstoasolidbutbareminimum,thebookdeliverscompleteprojectsfromideationtorunningcode,targetingcurrenthottopicsincomputervisionsuchasfacerecognition,landmarkdetectionandposeestimation,andnumberrecognitionwithdeepconvolutionalnetworks.You’lllearnfromexperiencedOpenCVexpertshowtoimplementcomputervisionproductsandprojectsbothinacademiaandindustryinacomfortablepackage.You’llgetacquaintedwithAPIfunctionalityandgaininsightsintodesignchoicesinacompletecomputervisionproject.You’llalsogobeyondthebasicsofcomputervisiontoimplementsolutionsforcompleximageprocessingprojects.Bytheendofthebook,youwillhavecreatedvariousworkingprototypeswiththehelpofprojectsinthebookandbewellversedwiththenewfeaturesofOpenCV4.

·6.7萬字

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Xamarin.Forms Projects

Xamarin.Formsisalightweightcross-platformdevelopmenttoolkitforbuildingapplicationswitharichuserinterface.Inthisbookyou'llstartbybuildingprojectsthatexplaintheXamarin.Formsecosystemtogetupandrunningwithbuildingcross-platformapplications.We'llincreaseindifficultythroughouttheprojects,makingyoulearnthenitty-grittyofXamarin.Formsofferings.You'llgaininsightsintothearchitecture,howtoarrangeyourapp'sdesign,wheretobegindeveloping,whatpitfallsexist,andhowtoavoidthem.Thebookcontainssevenreal-worldprojects,togetyouhands-onwithbuildingrichUIsandprovidingatrulycross-platformexperience.ItwillalsoguideyouonhowtosetupamachineforXamarinappdevelopment.You'llbuildasimpleto-doapplicationthatgetsyougoing,thendivedeepintobuildingadvancedappssuchasmessagingplatform,games,andmachinelearning,tobuildaUIforanaugmentedrealityproject.Bytheendofthebook,you'llbeconfidentinbuildingcross-platformsandfittingXamarin.Formstoolkitsinyourappdevelopment.You'llbeabletotakethepracticeyougetfromthisbooktobuildapplicationsthatcomplywithyourrequirements.

·7.9萬字

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Python Deep Learning

Withthesurgeinartificialintelligenceinapplicationscateringtobothbusinessandconsumerneeds,deeplearningismoreimportantthaneverformeetingcurrentandfuturemarketdemands.Withthisbook,you’llexploredeeplearning,andlearnhowtoputmachinelearningtouseinyourprojects.ThissecondeditionofPythonDeepLearningwillgetyouuptospeedwithdeeplearning,deepneuralnetworks,andhowtotrainthemwithhigh-performancealgorithmsandpopularPythonframeworks.You’lluncoverdifferentneuralnetworkarchitectures,suchasconvolutionalnetworks,recurrentneuralnetworks,longshort-termmemory(LSTM)networks,andcapsulenetworks.You’llalsolearnhowtosolveproblemsinthefieldsofcomputervision,naturallanguageprocessing(NLP),andspeechrecognition.You'llstudygenerativemodelapproachessuchasvariationalautoencodersandGenerativeAdversarialNetworks(GANs)togenerateimages.Asyoudelveintonewlyevolvedareasofreinforcementlearning,you’llgainanunderstandingofstate-of-the-artalgorithmsthatarethemaincomponentsbehindpopulargamesGo,Atari,andDota.Bytheendofthebook,youwillbewell-versedwiththetheoryofdeeplearningalongwithitsreal-worldapplications.

·9.2萬字

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Hands-On Meta Learning with Python

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·4萬字

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Zabbix 4 Network Monitoring

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·18.5萬字

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Intelligent Projects Using Python

ThisbookwillbeaperfectcompanionifyouwanttobuildinsightfulprojectsfromleadingAIdomainsusingPython.ThebookcoversdetailedimplementationofprojectsfromallthecoredisciplinesofAI.Westartbycoveringthebasicsofhowtocreatesmartsystemsusingmachinelearninganddeeplearningtechniques.YouwillassimilatevariousneuralnetworkarchitecturessuchasCNN,RNN,LSTM,tosolvecriticalnewworldchallenges.Youwilllearntotrainamodeltodetectdiabeticretinopathyconditionsinthehumaneyeandcreateanintelligentsystemforperformingavideo-to-texttranslation.YouwillusethetransferlearningtechniqueinthehealthcaredomainandimplementstyletransferusingGANs.LateryouwilllearntobuildAI-basedrecommendationsystems,amobileappforsentimentanalysisandapowerfulchatbotforcarryingcustomerservices.YouwillimplementAItechniquesinthecybersecuritydomaintogenerateCaptchas.Lateryouwilltrainandbuildautonomousvehiclestoself-driveusingreinforcementlearning.YouwillbeusinglibrariesfromthePythonecosystemsuchasTensorFlow,Kerasandmoretobringthecoreaspectsofmachinelearning,deeplearning,andAI.Bytheendofthisbook,youwillbeskilledtobuildyourownsmartmodelsfortacklinganykindofAIproblemswithoutanyhassle.

·6.4萬字

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Learn Spring for Android Application Development

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·5.8萬字

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Hands-On RESTful API Design Patterns and Best Practices

ThisbookdealswiththeRepresentationalStateTransfer(REST)paradigm,whichisanarchitecturalstylethatallowsnetworkeddevicestocommunicatewitheachotherovertheinternet.Withthehelpofthisbook,you’llexploretheconceptsofservice-orientedarchitecture(SOA),event-drivenarchitecture(EDA),andresource-orientedarchitecture(ROA).Thisbookcoverswhythereisaninsistenceforhigh-qualityAPIstowardenterpriseintegration.ItalsocovershowtooptimizeandexploreendpointsformicroserviceswithAPIgatewaysandtouchesuponintegratedplatformsandHubsforRESTfulAPIs.You’llalsounderstandhowapplicationdeliveryanddeploymentscanbesimplifiedandstreamlinedintheRESTworld.ThebookwillhelpyoudigdeeperintothedistinctcontributionsofRESTfulservicesforIoTanalyticsandapplications.BesidesdetailingtheAPIdesignanddevelopmentaspects,thisbookwillassistyouindesigninganddevelopingproduction-ready,testable,sustainable,andenterprise-gradeAPIs.Bytheendofthebook,you’llbeempoweredwithallthatyouneedtocreatehighlyflexibleAPIsfornext-generationRESTfulservicesandapplications.

·8.3萬字

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Hands-On Embedded Programming with C++17

C++isagreatchoiceforembeddeddevelopment,mostnotably,becauseitdoesnotaddanybloat,extendsmaintainability,andoffersmanyadvantagesoverdifferentprogramminglanguages.Hands-OnEmbeddedProgrammingwithC++17willshowyouhowC++canbeusedtobuildrobustandconcurrentsystemsthatleveragetheavailablehardwareresources.StartingwithaprimeronembeddedprogrammingandthelatestfeaturesofC++17,thebooktakesyouthroughvariousfacetsofgoodprogramming.You’lllearnhowtousetheconcurrency,memorymanagement,andfunctionalprogrammingfeaturesofC++tobuildembeddedsystems.Youwillunderstandhowtointegrateyoursystemswithexternalperipheralsandefficientwaysofworkingwithdrivers.Thisbookwillalsoguideyouintestingandoptimizingcodeforbetterperformanceandimplementingusefuldesignpatterns.Asanadditionalbenefit,youwillseehowtoworkwithQt,thepopularGUIlibraryusedforbuildingembeddedsystems.Bytheendofthebook,youwillhavegainedtheconfidencetouseC++forembeddedprogramming.

·8.3萬字

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Python Network Programming

ThisLearningPathhighlightsmajoraspectsofPythonnetworkprogrammingsuchaswritingsimplenetworkingclients,creatinganddeployingSDNandNFVsystems,andextendingyournetworkwithMininet.You’llalsolearnhowtoautomatelegacyandthelatestnetworkdevices.Asyouprogressthroughthechapters,you’llusePythonforDevOpsandopensourcetoolstotest,secure,andanalyzeyournetwork.Towardtheend,you'lldevelopclient-sideapplications,suchaswebAPIclients,emailclients,SSH,andFTP,usingsocketprogramming.BytheendofthisLearningPath,youwillhavelearnedhowtoanalyzeanetwork'ssecurityvulnerabilitiesusingadvancednetworkpacketcaptureandanalysistechniques.ThisLearningPathincludescontentfromthefollowingPacktproducts:PracticalNetworkAutomationbyAbhishekRatan.MasteringPythonNetworkingbyEricChou.PythonNetworkProgrammingCookbook,SecondEditionbyPradeebanKathiravelu,Dr.M.O.FaruqueSarker.

·14.1萬字

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Installing and Configuring Windows 10：70-698 Exam Guide

TheInstallingandConfiguringWindows10:70-698ExamGuideisdesignedtoconfirmwhatyoualreadyknow,whilealsoupdatingyourknowledgeofWindows10.Withitseasy-to-followguidance,youwillquicklylearntheuserinterfaceanddiscoverstepstoworkefficientlyinWindows10toruleoutdelaysandobstacles.ThisbookbeginsbycoveringvariouswaysofinstallingWindows10,followedbyinstructionsonpost-installationtasks.YouwilllearnaboutthedeploymentofWindows10inEnterpriseandalsoseehowtoconfigurenetworkinginWindows10.You’llunderstandhowtoleverageDiskManagementandWindowsPowerShelltoconfiguredisks,volumes,andfilesystemoptions.Asyouprogressthroughthechapters,youwillbeabletosetupremotemanagementinWindows10andlearnmoreaboutWindowsupdateusage,behavior,andsettings.Youwillalsogaininsightsthatwillhelpyoumonitorandmanagedatarecoveryandexplorehowtoconfigureauthentication,authorization,andadvancedmanagementtoolsinWindows10.Bytheendofthisbook,youwillbeequippedwithenoughknowledgetotakethe70-698examandexploredifferentstudymethodstoimproveyourchancesofpassingtheexamwithease.

·6.7萬字

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DevOps with Kubernetes

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·9.4萬字

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Mastering Rust

Rustisanempoweringlanguagethatprovidesararecombinationofsafety,speed,andzero-costabstractions.MasteringRust–SecondEditionisfilledwithclearandsimpleexplanationsofthelanguagefeaturesalongwithreal-worldexamples,showingyouhowyoucanbuildrobust,scalable,andreliableprograms.ThissecondeditionofthebookimprovesuponthepreviousoneandtouchesonallaspectsthatmakeRustagreatlanguage.WehaveincludedthefeaturesfromlatestRust2018editionsuchasthenewmodulesystem,thesmartercompiler,helpfulerrormessages,andthestableproceduralmacros.You’lllearnhowRustcanbeusedforsystemsprogramming,networkprogramming,andevenontheweb.You’llalsolearntechniquessuchaswritingmemory-safecode,buildingidiomaticRustlibraries,writingefficientasynchronousnetworkingcode,andadvancedmacros.Thebookcontainsamixoftheoryandhands-ontaskssoyouacquiretheskillsaswellastheknowledge,anditalsoprovidesexercisestohammertheconceptsin.Afterreadingthisbook,youwillbeabletoimplementRustforyourenterpriseprojects,writebettertestsanddocumentation,designforperformance,andwriteidiomaticRustcode.

·13.4萬字

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Learning Python for Forensics

Digitalforensicsplaysanintegralroleinsolvingcomplexcybercrimesandhelpingorganizationsmakesenseofcybersecurityincidents.ThissecondeditionofLearningPythonforForensicsillustrateshowPythoncanbeusedtosupportthesedigitalinvestigationsandpermitstheexaminertoautomatetheparsingofforensicartifactstospendmoretimeexaminingactionabledata.ThesecondeditionofLearningPythonforForensicswillillustratehowtodevelopPythonscriptsusinganiterativedesign.Further,itdemonstrateshowtoleveragethevariousbuilt-inandcommunity-sourcedforensicsscriptsandlibrariesavailableforPythontoday.Thisbookwillhelpstrengthenyouranalysisskillsandefficiencyasyoucreativelysolvereal-worldproblemsthroughinstruction-basedtutorials.Bytheendofthisbook,youwillbuildacollectionofPythonscriptscapableofinvestigatinganarrayofforensicartifactsandmastertheskillsofextractingmetadataandparsingcomplexdatastructuresintoactionablereports.Mostimportantly,youwillhavedevelopedafoundationuponwhichtobuildasyoucontinuetolearnPythonandenhanceyourefficacyasaninvestigator.

·12.6萬字

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React Native Cookbook

Ifyouareadeveloperlookingtocreatemobileapplicationswithmaximizedcodereusabilityandminimizedcost,ReactNativeiswhatyouneed.Withthispracticalguide,you’llbeabletobuildattractiveUIs,tacklecommonproblemsinmobiledevelopment,andachieveimprovedperformanceinmobileenvironments.ThisbookstartsbycoveringthecommontechniquesforReactNativecustomizationandhelpsyousetupyourdevelopmentplatforms.Overthecourseofthebook,you’llworkthroughawidevarietyofrecipesthathelpyoucreate,style,andanimateyourappswithbuilt-inReactNativeandcustomthird-partycomponents.You’llalsodevelopreal-worldbrowser-basedauthentication,buildafullyfunctionalaudioplayer,andintegrateGoogleMapsinyourapps.Thisbookwillhelpyouexploredifferentstrategiesforworkingwithdata,includingleveragingthepopularReduxlibraryandoptimizingyourapp’sdataflow.You’llalsolearnhowtowritenativedevicefunctionalityfornewandexistingReactNativeprojectsandhowappdeploymentworks.Bytheendofthisbook,you'llbeequippedwithtipsandtrickstowriteefficientcodeandhavetheskillstobuildfulliOSandAndroidapplicationsusingReactNative.

·10.1萬字

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Advanced Python Programming

ThisLearningPathshowsyouhowtoleveragethepowerofbothnativeandthird-partyPythonlibrariesforbuildingrobustandresponsiveapplications.Youwilllearnaboutprofilersandreactiveprogramming,concurrencyandparallelism,aswellastoolsformakingyourappsquickandefficient.YouwilldiscoverhowtowritecodeforparallelarchitecturesusingTensorFlowandTheano,anduseaclusterofcomputersforlarge-scalecomputationsusingtechnologiessuchasDaskandPySpark.WiththeknowledgeofhowPythondesignpatternswork,youwillbeabletocloneobjects,secureinterfaces,dynamicallychoosealgorithms,andaccomplishmuchmoreinhighperformancecomputing.BytheendofthisLearningPath,youwillhavetheskillsandconfidencetobuildengagingmodelsthatquicklyofferefficientsolutionstoyourproblems.ThisLearningPathincludescontentfromthefollowingPacktproducts:PythonHighPerformance-SecondEditionbyGabrieleLanaro.MasteringConcurrencyinPythonbyQuanNguyen.MasteringPythonDesignPatternsbySakisKasampalis.

·15.6萬字

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Hands-On GUI Application Development in Go

GoisoftencomparedtoC++whenitcomestolow-levelprogrammingandimplementationsthatrequirefasterprocessing,suchasGraphicalUserInterfaces(GUIs).Infact,manyclaimthatGoissuperiortoC++intermsofitsconcurrencyandeaseofuse.Mostgraphicalapplicationtoolkits,though,arestillwrittenusingCorC++,andsotheydon'tenjoythebenefitsofusingamodernprogramminglanguagesuchasGo.ThisguidetoprogrammingGUIswithGo1.11exploresthevarioustoolkitsavailable,includingUI,Walk,Shiny,andFyne.Thebookcomparesthevisionbehindeachprojecttohelpyoupicktherightapproachforyourproject.Eachframeworkisdescribedindetail,outlininghowyoucanbuildperformantapplicationsthatuserswilllove.Toaidyoufurtherincreatingapplicationsusingtheseemergingtechnologies,you'llbeabletoeasilyrefertocodesamplesandscreenshotsfeaturedinthebook.Inadditiontotoolkit-specificdiscussions,you'llcovermorecomplextopics,suchashowtostructuregrowinggraphicalapplications,andhowcross-platformapplicationscanintegratewitheachdesktopoperatingsystemtocreateaseamlessuserexperience.BydelvingintotechniquesandbestpracticesfororganizingandscalingGo-basedgraphicalapplications,you'llalsoglimpseGo'simpressiveconcurrencysystem.Intheconcludingchapters,you'lldiscoverhowtodistributetothemaindesktopmarketplacesanddistributionchannels.Bytheendofthisbook,you'llbeaconfidentGUIdeveloperwhocanusetheGolanguagetoboosttheperformanceofyourapplications.

·9.4萬字

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Getting Started with Python

ThisLearningPathhelpsyougetcomfortablewiththeworldofPython.ItstartswithathoroughandpracticalintroductiontoPython.You’llquicklystartwritingprograms,buildingwebsites,andworkingwithdatabyharnessingPython'srenowneddatasciencelibraries.Withthepoweroflinkedlists,binarysearches,andsortingalgorithms,you'lleasilycreatecomplexdatastructures,suchasgraphs,stacks,andqueues.Afterunderstandingcooperativeinheritance,you'llexpertlyraise,handle,andmanipulateexceptions.Youwilleffortlesslyintegratetheobject-orientedandnot-so-object-orientedaspectsofPython,andcreatemaintainableapplicationsusinghigherleveldesignpatterns.Onceyou’vecoveredcoretopics,you’llunderstandthejoyofunittestingandjusthoweasyitistocreateunittests.BytheendofthisLearningPath,youwillhavebuiltcomponentsthatareeasytounderstand,debug,andcanbeusedacrossdifferentapplications.ThisLearningPathincludescontentfromthefollowingPacktproducts:LearnPythonProgramming-SecondEditionbyFabrizioRomano.PythonDataStructuresandAlgorithmsbyBenjaminBaka.Python3Object-OrientedProgrammingbyDustyPhillips.

·18萬字

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Python：Advanced Guide to Artificial Intelligence

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Xamarin.Forms Projects

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Hands-On Meta Learning with Python

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Installing and Configuring Windows 10：70-698 Exam Guide

DevOps with Kubernetes

Mastering Rust

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Getting Started with Python