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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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Pro Tools HD：Advanced Techniques and Workfl ows

Aneasy-to-followguideforusingProToolsHD11effectively.ThisbookisidealforanyonewhoalreadyusesProToolsandwantstolearnmore,orisnewtoProToolsHDandwantstouseiteffectivelyintheirownaudioworkstations.

·3萬字

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Blender Quick Start Guide

Blenderisopensource3Dcreationsoftware.Withalonghistoryandanenthusiasticcommunityofusers,itistheidealchoiceforalmostanykindofworkwith3Dmodelingoranimation.However,fornewusers,itspowerand?exibillitycansometimesbedaunting,andthat’swhenyouneedthisbook!Thebookstartsbyshowingyouroundtheall-newBlender2.8userinterface.You'lllookatthemostcommonly-usedoptionsandtools,suchasnavigatingin3Dandselectingobjects.Youwillthenuseandmanipulateoneofthemostimportantwindowsoftheinterface,the3DView.You'lllearnhowtouseessentialtoolsforworkingwith3Dmodeling.Togiveyourmodelsthefeelofreal-worldobjects,you'lllearnhowtocreatematerialsandsetupsurfaces.You'llseehowtousePhysically-BasedRendering(PBR),whichallowsyoutocraftrealisticsurfacessuchaswood,stone,andmetal.YouwillalsoworkwithEevee,anewreal-timerenderengineinBlender.Youwillseehowtoaddmotiontoobjects,makinguseofBlender'simpressive3Danimationfeatures.Finally,you'lllearnhowtocreatescenesandorganizethemforrendering,andlateraddtitlesandeffectsusingbuilt-inBlendertools.Bytheendofthebook,youwillbeabletouseBlender2.8newUI,Create3DModelswithtextures,Animations,andRendertheminreal-timeusingEevee.

·2.4萬字

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計算機應用基礎案例教程（Windows 7+Office 2010）

本書為學生提供一種全新的學習方法，將教條式的“菜單”學習變為生動實用的任務學習。本書內容包括IT技術概述、認識計算機、使用Windows7操作系統、應用計算機網絡、使用Word2010、使用Excel2010、使用PowerPoint2010，以及針對微軟MOS、全國計算機等級考試等的輔導內容。

·17.1萬字

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The Applied TensorFlow and Keras Workshop

Machinelearninggivescomputerstheabilitytolearnlikehumans.Itisbecomingincreasinglytransformationaltobusinessesinmanyforms,andakeyskilltolearntoprepareforthefuturedigitaleconomy.Asabeginner,you’llunlockaworldofopportunitiesbylearningthetechniquesyouneedtocontributetothedomainsofmachinelearning,deeplearning,andmoderndataanalysisusingthelatestcutting-edgetools.TheAppliedTensorFlowandKerasWorkshopbeginsbyshowingyouhowneuralnetworkswork.Afteryou’veunderstoodthebasics,youwilltrainafewnetworksbyalteringtheirhyperparameters.Tobuildonyourskills,you’lllearnhowtoselectthemostappropriatemodeltosolvetheprobleminhand.Whiletacklingadvancedconcepts,you’lldiscoverhowtoassembleadeeplearningsystembybringingtogetheralltheessentialelementsnecessaryforbuildingabasicdeeplearningsystem-data,model,andprediction.Finally,you’llexplorewaystoevaluatetheperformanceofyourmodel,andimproveitusingtechniquessuchasmodelevaluationandhyperparameteroptimization.Bytheendofthisbook,you'llhavelearnedhowtobuildaBitcoinappthatpredictsfutureprices,andbeabletobuildyourownmodelsforotherprojects.

·2.9萬字

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Applied Unsupervised Learning with R

Startingwiththebasics,AppliedUnsupervisedLearningwithRexplainsclusteringmethods,distributionanalysis,dataencoders,andfeaturesofRthatenableyoutounderstandyourdatabetterandgetanswerstoyourmostpressingbusinessquestions.Thisbookbeginswiththemostimportantandcommonlyusedmethodforunsupervisedlearning-clustering-andexplainsthethreemainclusteringalgorithms-k-means,divisive,andagglomerative.Followingthis,you'llstudymarketbasketanalysis,kerneldensityestimation,principalcomponentanalysis,andanomalydetection.You'llbeintroducedtothesemethodsusingcodewritteninR,withfurtherinstructionsonhowtoworkwith,edit,andimproveRcode.Tohelpyougainapracticalunderstanding,thebookalsofeaturesusefultipsonapplyingthesemethodstorealbusinessproblems,includingmarketsegmentationandfrauddetection.Byworkingthroughinterestingactivities,you'llexploredataencodersandlatentvariablemodels.Bytheendofthisbook,youwillhaveabetterunderstandingofdifferentanomalydetectionmethods,suchasoutlierdetection,Mahalanobisdistances,andcontextualandcollectiveanomalydetection.

·3.9萬字

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Ouya Unity Game Development

Aclear,concise,andpracticalguidethatwillteachyouhowtobuildyourownconsolegameandbecomeanindiedeveloper.ThisbookisforgamedeveloperswhoareinterestedindevelopinggamesfortheOuyaconsoleontheUnitygameengine.ItisassumedthatyouhaveabasicunderstandingofUnity.

·2.6萬字

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Windows Presentation Foundation 4.5 Cookbook

Thisbookiswritteninaneasy-to-readstyle,withastrongemphasisonreal-world,practicalexamples.Step-by-stepexplanationsareprovidedforperformingimportanttasks.IfyouareC#developerlookingforwardtoincreasingyourunderstandingandknowledgeofWPF,thenthisisthebestguideforyou.BasicexperiencewithVisualStudio2010ismandatory,aswellasgoodC#skills.PreviousexperiencewithWindowsFormsisnotrequired.

·9.2萬字

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Building Bluetooth Low Energy Systems

ThebookisfordevelopersandenthusiastswhoarepassionateaboutlearningBluetoothLowEnergytechnologiesandwanttoaddnewfeaturesandservicestotheirneworexistingproducts.TheyshouldbefamiliarwithprogramminglanguagessuchasSwift,Java,andJavaScript.Knowledgeofdebuggingskillswouldbeanadvantage.

·4.4萬字

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Blender for Video Production Quick Start Guide

Oneofthecriticalcomponentsofanyworkflowrelatedtovideoproductionisareliabletooltocreateandeditmediasuchasvideoandaudio.Inmostcases,youwillfindvideoproducersusingsoftwarethatcanonlycutandmountvideoina"traditional"way.Whatifyoucoulduseasoftwarethatoffersnotonlyoptionstoeditandcutvideo,butalsocreate3Dcontentandanimation?WithBlender,youcanmakeuseofafantasticsetoftoolstoeditandcutvideo,andalsoproduce3Dcontentthatwillenableyoutotakeyourproductionstothenextlevel.Doyouwanttotakefootagefromacameraandcutoraddsoundandtitles?ThisbookwillshowyouhowBlendercandothatforyou!Youwilllearntoadd3Dvirtualobjectstothesamefootagethatwillhelpyoutocreateafull3Denvironment.Usingsomecameratricks,youcaneventurnBlenderintoapowerful2.5Danimationsoftwaretocreatecompellinginfographicstoproduceeducational,marketing,andinstructionalvideos.Youwillalsolearnhowtoworkwithmotiontrackingtomixlive-actionfootagewithvirtualobjects.YouwillthenlearnhowtousethevideoeditingcapabilitiesofBlenderandmatch3DcontenttoyourprojectforYouTubeoranyothermedia.Towardtheendofthebook,youwillexporttheprojecttoYouTubeusingoptimalsettingsforthebestperformanceintheplatform.

·2.8萬字

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scikit-learn：Machine Learning Simplified

Ifyouareaprogrammerandwanttoexploremachinelearninganddata-basedmethodstobuildintelligentapplicationsandenhanceyourprogrammingskills,thisisthecourseforyou.Nopreviousexperiencewithmachine-learningalgorithmsisrequired.

·10.7萬字

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MQTT Essentials：A Lightweight IoT Protocol

ThisbookisagreatresourcefordeveloperswhowanttolearnmoreabouttheMQTTprotocoltoapplyittotheirindividualIoTprojects.PriorknowledgeofworkingwithIoTdevicesisessential.

·6.1萬字

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The Deep Learning Workshop

Areyoufascinatedbyhowdeeplearningpowersintelligentapplicationssuchasself-drivingcars,virtualassistants,facialrecognitiondevices,andchatbotstoprocessdataandsolvecomplexproblems?Whetheryouarefamiliarwithmachinelearningorarenewtothisdomain,TheDeepLearningWorkshopwillmakeiteasyforyoutounderstanddeeplearningwiththehelpofinterestingexamplesandexercisesthroughout.Thebookstartsbyhighlightingtherelationshipbetweendeeplearning,machinelearning,andartificialintelligenceandhelpsyougetcomfortablewiththeTensorFlow2.0programmingstructureusinghands-onexercises.You’llunderstandneuralnetworks,thestructureofaperceptron,andhowtouseTensorFlowtocreateandtrainmodels.Thebookwillthenletyouexplorethefundamentalsofcomputervisionbyperformingimagerecognitionexerciseswithconvolutionalneuralnetworks(CNNs)usingKeras.Asyouadvance,you’llbeabletomakeyourmodelmorepowerfulbyimplementingtextembeddingandsequencingthedatausingpopulardeeplearningsolutions.Finally,you’llgettogripswithbidirectionalrecurrentneuralnetworks(RNNs)andbuildgenerativeadversarialnetworks(GANs)forimagesynthesis.Bytheendofthisdeeplearningbook,you’llhavelearnedtheskillsessentialforbuildingdeeplearningmodelswithTensorFlowandKeras.

·9.6萬字

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Learning Android Game Development

IfyouareamobiledeveloperwhohasbasicJavaprogrammingknowledge,thenthisbookisidealforyou.PreviousAndroiddevelopmentexperienceisnotneeded;however,basicmobiledevelopmentknowledgeisessential.

·3.3萬字

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Sketchbook Pro Digital Painting Essentials

Thisbookisanexample-basedguidethatwillhelpyoucreateprofessionalgradepaintingsusingSketchbookPro.Asyouprogressfromonechaptertoanother,youwilllearnhowtovirtuallydrawvisuallystunningpaintingsthataredigitallydrawnbutlookexactlylikeorthodoxartwork.Ifyouhavehadpriorexperienceindevelopingdigitalartworkandarelookingtoaddtoyourknowledge,SketchbookProDigitalPaintingEssentialsisaguidethatwillhelpyouseamlesslytranslatewhatyoudowithtraditionalmediatodigitalmedia.

·1.4萬字

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Arduino Android Blueprints

ThisbookisforthosewhowanttolearnhowtobuildexcitingArduinoprojectsbyinterfacingitwithAndroid.Youwillneedtohavesomebasicexperienceinelectronicsandprogramming.However,youdon'tneedtohaveanypreviousexperiencewiththeArduinoorAndroidplatforms.

·3.7萬字

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Hands-On Markov Models with Python

HiddenMarkovModel(HMM)isastatisticalmodelbasedontheMarkovchainconcept.Hands-OnMarkovModelswithPythonhelpsyougettogripswithHMMsanddifferentinferencealgorithmsbyworkingonreal-worldproblems.Thehands-onexamplesexploredinthebookhelpyousimplifytheprocessflowinmachinelearningbyusingMarkovmodelconcepts,therebymakingitaccessibletoeveryone.Onceyou’vecoveredthebasicconceptsofMarkovchains,you’llgetinsightsintoMarkovprocesses,models,andtypeswiththehelpofpracticalexamples.Aftergraspingthesefundamentals,you’llmoveontolearningaboutthedifferentalgorithmsusedininferencesandapplyingtheminstateandparameterinference.Inadditiontothis,you’llexploretheBayesianapproachofinferenceandlearnhowtoapplyitinHMMs.Infurtherchapters,you’lldiscoverhowtouseHMMsintimeseriesanalysisandnaturallanguageprocessing(NLP)usingPython.You’llalsolearntoapplyHMMtoimageprocessingusing2D-HMMtosegmentimages.Finally,you’llunderstandhowtoapplyHMMforreinforcementlearning(RL)withthehelpofQ-Learning,andusethistechniqueforsingle-stockandmulti-stockalgorithmictrading.Bytheendofthisbook,youwillhavegraspedhowtobuildyourownMarkovandhiddenMarkovmodelsoncomplexdatasetsinordertoapplythemtoprojects.

·3.6萬字

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Applied Deep Learning with Keras

Thoughdesigningneuralnetworksisasought-afterskill,itisnoteasytomaster.WithKeras,youcanapplycomplexmachinelearningalgorithmswithminimumcode.AppliedDeepLearningwithKerasstartsbytakingyouthroughthebasicsofmachinelearningandPythonallthewaytogaininganin-depthunderstandingofapplyingKerastodevelopefficientdeeplearningsolutions.Tohelpyougraspthedifferencebetweenmachineanddeeplearning,thebookguidesyouonhowtobuildalogisticregressionmodel,firstwithscikit-learnandthenwithKeras.YouwilldelveintoKerasanditsmanymodelsbycreatingpredictionmodelsforvariousreal-worldscenarios,suchasdiseasepredictionandcustomerchurning.You’llgainknowledgeonhowtoevaluate,optimize,andimproveyourmodelstoachievemaximuminformation.Next,you’lllearntoevaluateyourmodelbycross-validatingitusingKerasWrapperandscikit-learn.Followingthis,you’llproceedtounderstandhowtoapplyL1,L2,anddropoutregularizationtechniquestoimprovetheaccuracyofyourmodel.Tohelpmaintainaccuracy,you’llgettogripswithapplyingtechniquesincludingnullaccuracy,precision,andAUC-ROCscoretechniquesforfinetuningyourmodel.Bytheendofthisbook,youwillhavetheskillsyouneedtouseKeraswhenbuildinghigh-leveldeepneuralnetworks.

·7.6萬字

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Practical Artificial Intelligence and Blockchain

AIandblockchainaretwoemergingtechnologiescatalyzingthepaceofenterpriseinnovation.Withthisbook,you’llunderstandbothtechnologiesandconvergethemtosolvereal-worldchallenges.ThisAIblockchainbookisdividedintothreesections.Thefirstsectioncoversthefundamentalsofblockchain,AI,andaffiliatedtechnologies,whereyou’lllearntodifferentiatebetweenthevariousimplementationsofblockchainsandAIwiththehelpofexamples.Thesecondsectiontakesyouthroughdomain-specificapplicationsofAIandblockchain.You’llunderstandthebasicsofdecentralizeddatabasesandfilesystemsandconnectthedotsbetweenAIandblockchainbeforeexploringproductsandsolutionsthatusethemtogether.You’llthendiscoverapplicationsofAItechniquesincryptotrading.Inthethirdsection,you’llbeintroducedtotheDIAppdesignpatternandcompareitwiththeDAppdesignpattern.ThebookalsohighlightsuniqueaspectsofSDLC(softwaredevelopmentlifecycle)whenbuildingaDIApp,showsyouhowtoimplementasamplecontacttracingapplication,anddelvesintothefutureofAIwithblockchain.Bytheendofthisbook,you’llhavedevelopedtheskillsyouneedtoconvergeAIandblockchaintechnologiestobuildsmartsolutionsusingtheDIAppdesignpattern.

·6.9萬字

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Building Smart LEGO MINDSTORMS EV3 Robots

Thisbookisforhobbyists,roboticengineers,andprogrammerswhounderstandthebasicsoftheEV3programminglanguageandarefamiliarwithbuildingwithLEGOTechnicandwanttotrysomeadvancedprojects.IfyouwanttolearnsomenewengineeringtechniquesandtakeyourexperiencewiththeEV3tothenextlevel,thenthisbookisforyou.

·4萬字

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