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Hands-On Unsupervised Learning with Python
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Hands-On Unsupervised Learning with Python

Unsupervisedlearningisaboutmakinguseofraw,untaggeddataandapplyinglearningalgorithmstoittohelpamachinepredictitsoutcome.Withthisbook,youwillexploretheconceptofunsupervisedlearningtoclusterlargesetsofdataandanalyzethemrepeatedlyuntilthedesiredoutcomeisfoundusingPython.Thisbookstartswiththekeydifferencesbetweensupervised,unsupervised,andsemi-supervisedlearning.Youwillbeintroducedtothebest-usedlibrariesandframeworksfromthePythonecosystemandaddressunsupervisedlearninginboththemachinelearninganddeeplearningdomains.Youwillexplorevariousalgorithms,techniquesthatareusedtoimplementunsupervisedlearninginreal-worldusecases.Youwilllearnavarietyofunsupervisedlearningapproaches,includingrandomizedoptimization,clustering,featureselectionandtransformation,andinformationtheory.Youwillgethands-onexperiencewithhowneuralnetworkscanbeemployedinunsupervisedscenarios.YouwillalsoexplorethestepsinvolvedinbuildingandtrainingaGANinordertoprocessimages.Bytheendofthisbook,youwillhavelearnedtheartofunsupervisedlearningfordifferentreal-worldchallenges.

Giuseppe Bonaccorso ·硬件維護(hù) ·8.6萬(wàn)字

The Artificial Intelligence Infrastructure Workshop
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The Artificial Intelligence Infrastructure Workshop

Socialnetworkingsitesseeanaverageof350millionuploadsdaily-aquantityimpossibleforhumanstoscanandanalyze.OnlyAIcandothisjobattherequiredspeed,andtoleverageanAIapplicationatitsfullpotential,youneedanefficientandscalabledatastoragepipeline.TheArtificialIntelligenceInfrastructureWorkshopwillteachyouhowtobuildandmanageone.TheArtificialIntelligenceInfrastructureWorkshopbeginstakingyouthroughsomereal-worldapplicationsofAI.You’llexplorethelayersofadatalakeandgettogripswithsecurity,scalability,andmaintainability.Withthehelpofhands-onexercises,you’lllearnhowtodefinetherequirementsforAIapplicationsinyourorganization.ThisAIbookwillshowyouhowtoselectadatabaseforyoursystemandruncommonqueriesondatabasessuchasMySQL,MongoDB,andCassandra.You’llalsodesignyourownAItradingsystemtogetafeelofthepipeline-basedarchitecture.AsyoulearntoimplementadeepQ-learningalgorithmtoplaytheCartPolegame,you’llgainhands-onexperiencewithPyTorch.Finally,you’llexplorewaystorunmachinelearningmodelsinproductionaspartofanAIapplication.Bytheendofthebook,you’llhavelearnedhowtobuildanddeployyourownAIsoftwareatscale,usingvarioustools,APIframeworks,andserializationmethods.

Chinmay Arankalle Gareth Dwyer Bas Geerdink Kunal Gera Kevin Liao Anand N.S. ·硬件維護(hù) ·14.6萬(wàn)字

Augmented Reality with Kinect
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Augmented Reality with Kinect

Thisbookisaminitutorialwithplentyofcodeexamplesandstrategiestogiveyoumanyoptionswhenbuildingyourownapplications.ThisbookismeantforreaderswhoarefamiliarwithC/C++programmingandwanttowritesimpleprogramswithKinect.Thestandardtemplatelibrarycanalsobeusedasitissimpleenoughtounderstand.

Rui Wang ·硬件維護(hù) ·2.3萬(wàn)字

INSTANT Wijmo Widgets How-to
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INSTANT Wijmo Widgets How-to

Filledwithpractical,step-by-stepinstructionsandclearexplanationsforthemostimportantandusefultasks.Arecipe-basedinstanttutorial,showingappdevelopmentwithKnockoutandWijmo,andcoveringmajorwidgetsandthemes.ThisbookaimsatequippingthereaderwiththenecessarytoolsthatWijmoandKnockoutJSprovideforeasingandspeedingupdevelopment.ItaddressestheneedsofeveryoneintheUIdevelopmentspace,bothexperiencedandnewbies.TogetthemostoutofthisbookyoushouldhaveagoodworkingknowledgeofHTML,CSS,andJavaScript,andwillneedtobecomfortableusingjQuery.

Tochi Eke-Okoro ·硬件維護(hù) ·1萬(wàn)字

Learning Microsoft Cognitive Services
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Learning Microsoft Cognitive Services

MicrosoftCognitiveServicesisasetofAPIsforaddingintelligencetoyourapplicationandleveragethepowerofAItosolveanybusinessproblemusingthecognitivecapabilities.ThisbookwillbeyourpracticalguidetoworkingwithcognitiveAPIsdevelopedbyMicrosoftandprovidedwiththeAzureplatformtodevelopersandbusinesses.YouwilllearntointegratetheAPIswithyourapplicationsinVisualStudio.Thebookintroducesyoutoabout24APIsincludingEmotion,Language,Vision,Speech,Knowledge,andSearchamongothers.Withtheeasy-to-followexamplesyouwillbeabletodevelopapplicationsforimageprocessing,speechrecognition,textprocession,andsoontoenhancethecapabilityofyourapplicationstoperformmorehuman-liketasks.Goingahead,thebookwillhelpyouworkwiththedatasetsthatenableyourapplicationstoprocessvariousdatainformofimage,videos,andtexts.Bytheendofthebook,youwillgetconfidenttoexploretheCognitiveServicesAPIsforyourapplicationsandmakethemintelligentfordeployinginbusinesses.

Leif Larsen ·硬件維護(hù) ·5.9萬(wàn)字

Advanced Machine Learning with R
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Advanced Machine Learning with R

Risoneofthemostpopularlanguageswhenitcomestoexploringthemathematicalsideofmachinelearningandeasilyperformingcomputationalstatistics.ThisLearningPathshowsyouhowtoleveragetheRecosystemtobuildefficientmachinelearningapplicationsthatcarryoutintelligenttaskswithinyourorganization.You'lltacklerealisticprojectssuchasbuildingpowerfulmachinelearningmodelswithensemblestopredictemployeeattrition.You'llexploredifferentclusteringtechniquestosegmentcustomersusingwholesaledataanduseTensorFlowandKeras-Rforperformingadvancedcomputations.You’llalsobeintroducedtoreinforcementlearningalongwithitsvarioususecasesandmodels.Additionally,itshowsyouhowsomeoftheseblack-boxmodelscanbediagnosedandunderstood.BytheendofthisLearningPath,you’llbeequippedwiththeskillsyouneedtodeploymachinelearningtechniquesinyourownprojects.ThisLearningPathincludescontentfromthefollowingPacktproducts:RMachineLearningProjectsbyDr.SunilKumarChinnamgari.MasteringMachineLearningwithR-ThirdEditionbyCoryLesmeister.

Cory Lesmeister Dr. Sunil Kumar Chinnamgari ·硬件維護(hù) ·13.2萬(wàn)字

Avid Media Composer 6.x Cookbook
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Avid Media Composer 6.x Cookbook

WritteninaCookbookstyle,it'spackedwithlogically-sequencedrecipestogaindeeperunderstandingofthesoftware.Eachrecipecontainsstep-by-stepinstructionsfollowedbyanalysisofwhatwasdoneineachtaskandotherusefulinformation.Thebookisdesignedsothatyoucanreaditchapterbychapter,oryoucanlookatthelistofrecipesandrefertotheminnoparticularorder.IfyouarenewtoeditingwithAvid,thisbookwillhelpyougetthemostoutofAvidMediaComposerrightfromthestart.EvenifyouareintermediatelyexperiencedwithAvid,youwilldiscovernewmethodsandgainadeeperunderstandingtotakeyourAvidexperiencetothenextlevel,withgreaterconfidence.

Benjamin Hershleder ·硬件維護(hù) ·13.1萬(wàn)字

PlayStation?Mobile Development Cookbook
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PlayStation?Mobile Development Cookbook

Writtenasaseriesofengagingandpracticalrecipes,thisessentialCookbookhasbeenmeticulouslydesignedandreviewedinordertoprovideyouwiththeultimatereferenceforPlayStation?Mobiledevelopment.Ifyou'vegotsomepriorexperiencewithC#andwanttocreateawesomeprojectsforthePlayStation?VitaandPlayStation?Certifieddevices,thenthisbookisforyou.

Michael Fleischauer ·硬件維護(hù) ·5.9萬(wàn)字

Hands-On Artificial Intelligence for Banking
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Hands-On Artificial Intelligence for Banking

Remodelingyouroutlookonbankingbeginswithkeepinguptodatewiththelatestandmosteffectiveapproaches,suchasartificialintelligence(AI).Hands-OnArtificialIntelligenceforBankingisapracticalguidethatwillhelpyouadvanceinyourcareerinthebankingdomain.ThebookwilldemonstrateAIimplementationtomakeyourbankingservicessmoother,morecost-efficient,andaccessibletoclients,focusingonboththeclient-andserver-sideusesofAI.You’llbeginbyunderstandingtheimportanceofartificialintelligence,whilealsogaininginsightsintotherecentAIrevolutioninthebankingindustry.Next,you’llgethands-onmachinelearningexperience,exploringhowtousetimeseriesanalysisandreinforcementlearningtoautomateclientprocurementsandbankingandfinancedecisions.Afterthis,you’llprogresstolearningaboutmechanizingcapitalmarketdecisions,usingautomatedportfoliomanagementsystemsandpredictingthefutureofinvestmentbanking.Inadditiontothis,you’llexploreconceptssuchasbuildingpersonalwealthadvisorsandmasscustomizationofclientlifetimewealth.Finally,you’llgettogripswithsomereal-worldAIconsiderationsinthefieldofbanking.Bytheendofthisbook,you’llbeequippedwiththeskillsyouneedtonavigatethefinancedomainbyleveragingthepowerofAI.

Jeffrey Ng Subhash Shah ·硬件維護(hù) ·5.5萬(wàn)字

VMware Workstation：No Experience Necessary
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VMware Workstation：No Experience Necessary

Thisbookisapractical,step-by-stepguidetocreatingandmanagingvirtualmachinesusingVMwareWorkstation.VMwareWorkstation:NoExperienceNecessaryisfordevelopersaswellassystemadministratorswhowanttoefficientlysetupatestenvironment.Youshouldhavebasicnetworkingknowledge,andpriorexperiencewithVirtualMachinesandVMwarePlayerwouldbebeneficial

Sander van Vugt ·硬件維護(hù) ·3萬(wàn)字

Managing Multimedia and Unstructured Data in the Oracle Database
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Managing Multimedia and Unstructured Data in the Oracle Database

Thisbookiswritteninsimple,easytounderstandformatwithlotsofscreenshotsandstep-by-stepexplanations.IfyouareanOracledatabaseadministrator,Museumcurator,ITmanager,Developer,Photographer,Intelligenceteammember,WarehouseorSoftwareArchitectthenthisbookisforyou.Itcoversthebasicsandthenmovestoadvancedconcepts.Thiswillchallengeandincreaseyourknowledgeenablingallthosewhoreadittogainagreaterunderstandingofmultimediaandhowallunstructureddataismanaged.

Marcelle Kratochvil ·硬件維護(hù) ·15.5萬(wàn)字

Learning Stencyl 3.x Game Development Beginner's Guide
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Learning Stencyl 3.x Game Development Beginner's Guide

Astep-by-step,practicaltutorialwithano-nonsenseapproach.Thebookstartsbyshowingreadershowtocreateaplayablegamethatisfully-functioning,thenmovesontodemonstratehowtofine-tunethegamewitheye-catchinggraphicstechniques,audio-effectsandmore.ThisbookisforindieandexistinggamedevelopersandthosewhowanttogetstartedwithgamedevelopmentusingStencyl.SomeunderstandingofObjective-C,C++,andgamedevelopmentbasicsisrecommended.Peoplewithsomeprogrammingexperiencemayalsofindthisbookuseful.

Innes Borkwood ·硬件維護(hù) ·9.4萬(wàn)字

The Applied Artificial Intelligence Workshop
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The Applied Artificial Intelligence Workshop

Youalreadyknowthatartificialintelligence(AI)andmachinelearning(ML)arepresentinmanyofthetoolsyouuseinyourdailyroutine.ButdoyouwanttobeabletocreateyourownAIandMLmodelsanddevelopyourskillsinthesedomainstokickstartyourAIcareer?TheAppliedArtificialIntelligenceWorkshopgetsyoustartedwithapplyingAIwiththehelpofpracticalexercisesandusefulexamples,allputtogethercleverlytohelpyougaintheskillstotransformyourcareer.Thebookbeginsbyteachingyouhowtopredictoutcomesusingregression.You’llthenlearnhowtoclassifydatausingtechniquessuchask-nearestneighbor(KNN)andsupportvectormachine(SVM)classifiers.Asyouprogress,you'llexplorevariousdecisiontreesbylearninghowtobuildareliabledecisiontreemodelthatcanhelpyourcompanyfindcarsthatclientsarelikelytobuy.Thefinalchapterswillintroduceyoutodeeplearningandneuralnetworks.Throughvariousactivities,suchaspredictingstockpricesandrecognizinghandwrittendigits,you'lllearnhowtotrainandimplementconvolutionalneuralnetworks(CNNs)andrecurrentneuralnetworks(RNNs).BytheendofthisappliedAIbook,you'llhavelearnedhowtopredictoutcomesandtrainneuralnetworksandbeabletousevarioustechniquestodevelopAIandMLmodels.

Anthony So William So Zsolt Nagy ·硬件維護(hù) ·8.4萬(wàn)字

OpenCV 4 Computer Vision Application Programming Cookbook（Fourth Edition）
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OpenCV 4 Computer Vision Application Programming Cookbook（Fourth Edition）

OpenCVisanimageandvideoprocessinglibraryusedforalltypesofimageandvideoanalysis.Throughoutthebook,you'llworkthroughrecipesthatimplementavarietyoftasks,suchasfacialrecognitionanddetection.With70self-containedtutorials,thisbookexaminescommonpainpointsandbestpracticesforcomputervision(CV)developers.Eachrecipeaddressesaspecificproblemandoffersaproven,best-practicesolutionwithinsightsintohowitworks,sothatyoucancopythecodeandconfigurationfilesandmodifythemtosuityourneeds.ThisbookbeginsbysettingupOpenCV,andexplainshowtomanipulatepixels.You'llunderstandhowyoucanprocessimageswithclassesandcountpixelswithhistograms.You'llalsolearndetecting,describing,andmatchinginterestpoints.Asyouadvancethroughthechapters,you'llgettogripswithestimatingprojectiverelationsinimages,reconstructing3Dscenes,processingvideosequences,andtrackingvisualmotion.Inthefinalchapters,you'llcoverdeeplearningconceptssuchasfaceandobjectdetection.Bytheendofthebook,you'llbeabletoconfidentlyimplementarangetocomputervisionalgorithmstomeetthetechnicalrequirementsofyourcomplexCVprojects

David Millán Escrivá Robert Laganiere ·硬件維護(hù) ·10.5萬(wàn)字

The Applied AI and Natural Language Processing Workshop
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The Applied AI and Natural Language Processing Workshop

AreyoufascinatedwithapplicationslikeAlexaandSiriandhowtheyaccuratelyprocessinformationwithinsecondsbeforereturningaccurateresults?Areyoulookingforapracticalguidethatwillteachyouhowtobuildintelligentapplicationsthatcanrevolutionizetheworldofartificialintelligence?TheAppliedAIandNLPWorkshopwilltakeyouonapracticaljourneywhereyouwilllearnhowtobuildartificialintelligence(AI)andnaturallanguageprocessing(NLP)applicationswithAmazonWebservices(AWS).StartingwithanintroductiontoAIandmachinelearning,thisbookwillexplainhowAmazonS3,orAmazonSimpleStorageService,works.You’llthenintegrateAIwithAWStobuildserverlessservicesanduseAmazon’sNLPserviceComprehendtoperformtextanalysisonadocument.Asyouadvance,thebookwillhelpyougettogripswithtopicmodelingtoextractandanalyzecommonthemesonasetofdocumentswithunknowntopics.You’llalsoworkwithAmazonLextocreateandcustomizeachatbotfortaskautomationanduseAmazonRekognitionfordetectingobjects,scenes,andtextinimages.BytheendofTheAppliedAIandNLPWorkshop,you’llbeequippedwiththeknowledgeandskillsneededtobuildscalableintelligentapplicationswithAWS.

Krishna Sankar Jeffrey Jackovich Ruze Richards ·硬件維護(hù) ·4.4萬(wàn)字

Multimedia Programming Using Max-MSP and TouchDesigner
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Multimedia Programming Using Max-MSP and TouchDesigner

IfyouwanttolearnhowtouseMax6and/orTouchDesigner,orworkinaudio-visualreal-timeprocessing,thisisthebookforyou.Itisintendedforintermediateusersofbothprogramsandcanbehelpfulforartists,designers,musicians,VJs,andresearchers.Abasicunderstandingofaudioprinciplesisadvantageous.

Patrik Lechner ·硬件維護(hù) ·9.7萬(wàn)字

Visual Media Processing Using Matlab Beginner's Guide
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Visual Media Processing Using Matlab Beginner's Guide

Writteninafriendly,Beginner'sGuideformat,showingtheuserhowtousethedigitalmediaaspectsofMatlab(image,video,sound)inapractical,tutorial-basedstyle.ThisisgreatfornoviceprogrammersinanylanguagewhowouldliketouseMatlabasatoolfortheirimageandvideoprocessingneeds,andalsocomesinhandyforphotographersorvideoeditorswithevenlessprogrammingexperiencewantingtofindanall-in-onetoolfortheirtasks.

George Siogkas ·硬件維護(hù) ·8萬(wàn)字

Machine Learning with Swift
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Machine Learning with Swift

iOSdeveloperswhowishtocreatesmarteriOSapplicationsusingthepowerofmachinelearningwillfindthisbooktobeuseful.Thisbookwillalsobenefitdatascienceprofessionalswhoareinterestedinperformingmachinelearningonmobiledevices.FamiliaritywithSwiftprogrammingisallyouneedtogetstartedwiththisbook.

Alexander Sosnovshchenko ·硬件維護(hù) ·7.1萬(wàn)字

Drupal Rules How-to
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Drupal Rules How-to

Thisbookisapractical,task-based,step-by-steptutorialthatstartsinasimpleway,identifyingdiskdevicepartitions,andculminateswithadvancedtaskssuchaspreparingfornewoperatingsystems.ThisbookisforDrupalsitebuildersanddeveloperswhowanttotakefulladvantageoftheRulesframework'spowerandflexibility.ReadersofthisbookshouldbefamiliarwiththeDrupal7userinterface

Robert Varkonyi ·硬件維護(hù) ·1.1萬(wàn)字

BeagleBone By Example
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BeagleBone By Example

ThisbookisintendedforhobbyistsandconsumerswhowishtocreateimpressiveprojectsusingBeagleBone.YoumustbefamiliarwithPythonprogramming.

Jayakarthigeyan Prabakar ·硬件維護(hù) ·3.6萬(wàn)字

QQ閱讀手機(jī)版

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