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Althoughmachinelearningisanexcitingworldtoexplore,youmayfeelconfusedbyallofitstheoreticalaspects.AsaJavadeveloper,youwillbeusedtotellingthecomputerexactlywhattodo,insteadofbeingshownhowdataisgenerated;thiscausesmanydeveloperstostruggletoadapttomachinelearning.ThegoalofthisbookistowalkyouthroughtheprocessofefficientlytrainingmachinelearninganddeeplearningmodelsforComputerVisionusingthemostup-to-datetechniques.Thebookisdesignedtofamiliarizeyouwithneuralnetworks,enablingyoutotrainthemefficiently,customizeexistingstate-of-the-artarchitectures,buildreal-worldJavaapplications,andgetgreatresultsinashortspaceoftime.Youwillbuildreal-worldComputerVisionapplications,rangingfromasimpleJavahandwrittendigitrecognitionmodeltoreal-timeJavaautonomouscardrivingsystemsandfacerecognitionmodels.Bytheendofthisbook,youwillhavemasteredthebestpracticesandmoderntechniquesneededtobuildadvancedComputerVisionJavaapplicationsandachieveproduction-gradeaccuracy.

·4.4萬字

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iOS 5 Essentials

EachchapterwilltakeyouthroughanewmajorfeatureofiOS5.Youwilllearnhowtointegrateeachfeatureintoyourapplications.IfyoueverwantedtolearnaboutthelatestfeaturesofiOS5andlearnhowtoincorporateTwitter,iCloudandCoreImageframeworkeffectsfunctionalityintoyourapplications,thenthisbookisforyou.YoushouldhaveagoodknowledgeofprogrammingexperiencewithObjective-C,andhaveusedXcode4.iPhoneprogrammingexperienceisnotrequired.

·4.4萬字

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R Machine Learning Essentials

IfyouwanttolearnhowtodevelopeffectivemachinelearningsolutionstoyourbusinessproblemsinR,thisbookisforyou.Itwouldbehelpfultohaveabitoffamiliaritywithbasicobject-orientedprogrammingconcepts,butnopriorexperienceisrequired.

·4.3萬字

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Unity 5.x Game AI Programming Cookbook

ThisbookisintendedforthosewhoalreadyhaveabasicknowledgeofUnityandareeagertogetmoretoolsundertheirbelttosolveAIandgameplay-relatedproblems.

·4.3萬字

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Practical Convolutional Neural Networks

Thisbookisfordatascientists,machinelearninganddeeplearningpractitioners,CognitiveandArtificialIntelligenceenthusiastswhowanttomoveonestepfurtherinbuildingConvolutionalNeuralNetworks.Gethands-onexperiencewithextremedatasetsanddifferentCNNarchitecturestobuildefficientandsmartConvNetmodels.BasicknowledgeofdeeplearningconceptsandPythonprogramminglanguageisexpected.

·4.2萬字

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Google Visualization API Essentials

Thisbookisastep-by-steptutorialfullofdiagrams,coreconceptexplanations,bestpracticetips,andlinkstoworkingbookexamples.Thisbookwillshowyouhowcreateweb-readydatavisualizationsusingGoogle’sinfrastructure.SomeHTMLknowledgeistheonlyrequirement,althoughsomeJavaScriptknowledgeisalsohelpful.

·4.2萬字

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數字化轉型架構與方法

本圖書注重數字化轉型的根本任務、核心路徑、關鍵驅動要素。從價值體系優化、創新和重構，新型能力建設，數據要素驅動提出系統化推進數字化轉型的一整套參考架構，提出能力單元的模型及建設要點，具有系統性、針對性、可執行性，具有很高的應用價值。本圖書從按照價值體系優化、創新和重構的要求提出數字化轉型的主要視角，以新型能力建設為主線提出數字化轉型的過程方法，圍繞數據要素驅動作用的逐步發揮提出數字化轉型的發展階段要求，構建一套數字化轉型參考架構，從而支持相關各方更加系統化、體系化、全局化推進數字化轉型這一復雜巨系統工程。本圖書面向開展數字化轉型的企業及提供數字化轉型服務的各類組織。

·4.2萬字

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工業大數據分析指南

如今，全球掀起了以制造業轉型升級為首要任務的新一輪工業變革，工業大數據通過云計算、物聯網、人工智能等技術引領新一輪科技革命，拉動工業經濟的創新發展。工業大數據分析技術作為工業大數據的核心技術之一，可使工業大數據產品具備海量數據的挖掘能力、多源數據的集成能力、多類型知識的建模能力、多業務場景的分析能力、多領域知識的發掘能力等，對驅動企業業務創新和轉型升級具有重大的作用。本書圍繞著"工業大數據分析”這一重要議題，對通用的工業大數據分析方法和分析流程進行歸納總結，對其關鍵共性進行辨識、抽象和提升，而非針對某一特定行業、企業或產品進行闡述。本書從工業大數據分析的概念、特殊性以及常見的問題入手，提出了工業大數據分析框架，并詳細闡述了業務理解、數據理解、數據準備、數據建模、模型驗證與評估、模型部署這6個工業大數據分析的基本步驟，最后對工業大數據分析的未來進行了展望，為工業大數據分析相關技術研發、設計建模和應用落地提供了理論依據和標準化方法。

·4.1萬字

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Python 3爬蟲、數據清洗與可視化實戰

本書是一本通過實戰教初學者學習采集數據、清洗和組織數據進行分析及可視化的Python讀物。書中案例均經過實戰檢驗，筆者在實踐過程中深感采集數據、清洗和組織數據的重要性，作為一名數據行業的“碼農”，數據就是沃土，沒有數據，我們將無田可耕。

·4.1萬字

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Hands-On Meta Learning with Python

Metalearningisanexcitingresearchtrendinmachinelearning,whichenablesamodeltounderstandthelearningprocess.UnlikeotherMLparadigms,withmetalearningyoucanlearnfromsmalldatasetsfaster.Hands-OnMetaLearningwithPythonstartsbyexplainingthefundamentalsofmetalearningandhelpsyouunderstandtheconceptoflearningtolearn.Youwilldelveintovariousone-shotlearningalgorithms,likesiamese,prototypical,relationandmemory-augmentednetworksbyimplementingtheminTensorFlowandKeras.Asyoumakeyourwaythroughthebook,youwilldiveintostate-of-the-artmetalearningalgorithmssuchasMAML,Reptile,andCAML.YouwillthenexplorehowtolearnquicklywithMeta-SGDanddiscoverhowyoucanperformunsupervisedlearningusingmetalearningwithCACTUs.Intheconcludingchapters,youwillworkthroughrecenttrendsinmetalearningsuchasadversarialmetalearning,taskagnosticmetalearning,andmetaimitationlearning.Bytheendofthisbook,youwillbefamiliarwithstate-of-the-artmetalearningalgorithmsandabletoenablehuman-likecognitionforyourmachinelearningmodels.

·4萬字

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Learn Unity ML-Agents：Fundamentals of Unity Machine Learning

ThisbookisintendedfordeveloperswithaninterestinusingMachinelearningalgorithmstodevelopbettergamesandsimulationswithUnity.ThereaderwillberequiredtohaveaworkingknowledgeofC#andabasicunderstandingofPython.

·4萬字

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Game Development with Swift

IfyouwishtocreateandpublishfuniOSgamesusingSwift,thenthisbookisforyou.Youshouldbefamiliarwithbasicprogrammingconcepts.However,nopriorgamedevelopmentorAppleecosystemexperienceisrequired.

·4萬字

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Gideros Mobile Game Development

Thisbookisadetailedguidetocreateanddeploymobilegamesonmultiplemobileplatformswithanemphasisonpracticalexamplesthathelpyoulearnhowtomakeyourowngamesquicklyandefficiently.Thisbookisfordeveloperswhoarenewtomobilegamedevelopmentorwhohavetriedthenativedevelopmentofmobilegamesandwantasimpler,fastertoolthatcansupportawidevarietyofplatformsanddevices.ReadersareexpectedtobeatleastpartiallyfamiliarwiththeLuagamescriptinglanguagethatGiderosusesforitsscripts.

·3.8萬字

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Neural Network Programming with TensorFlow

Thisbookismeantfordeveloperswithastatisticalbackgroundwhowanttoworkwithneuralnetworks.ThoughwewillbeusingTensorFlowastheunderlyinglibraryforneuralnetworks,bookcanbeusedasagenericresourcetobridgethegapbetweenthemathandtheimplementationofdeeplearning.IfyouhavesomeunderstandingofTensorflowandPythonandwanttolearnwhathappensatalevellowerthantheplainAPIsyntax,thisbookisforyou.

·3.7萬字

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Near Field Communication with Android Cookbook

Aneasy-to-followguide,fullofhands-onexamplesofandreal-worldapplications.Eachrecipeisexplainedandplacedincontext.IfyouwanttolearnhowtocreateNFC-enabledAndroidapplications,thisisthebookforyou.PerhapsyoualreadyknowabitaboutAndroidapplicationdevelopmentsbuthaveneverusedNFC,orperhapsyouknowalittleaboutNFCandroiddevelopmentbutwantsomemoreadvancedfeaturesandexamples.Ineithercase,thisbookwillgetyouupandrunningquickly.YouareexpectedtohaveAndroidprogrammingknowledge.

·3.7萬字

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Hands-On Big Data Analytics with PySpark

ApacheSparkisanopensourceparallel-processingframeworkthathasbeenaroundforquitesometimenow.OneofthemanyusesofApacheSparkisfordataanalyticsapplicationsacrossclusteredcomputers.Inthisbook,youwillnotonlylearnhowtouseSparkandthePythonAPItocreatehigh-performanceanalyticswithbigdata,butalsodiscovertechniquesfortesting,immunizing,andparallelizingSparkjobs.Youwilllearnhowtosourcedatafromallpopulardatahostingplatforms,includingHDFS,Hive,JSON,andS3,anddealwithlargedatasetswithPySparktogainpracticalbigdataexperience.Thisbookwillhelpyouworkonprototypesonlocalmachinesandsubsequentlygoontohandlemessydatainproductionandatscale.ThisbookcoversinstallingandsettingupPySpark,RDDoperations,bigdatacleaningandwrangling,andaggregatingandsummarizingdataintousefulreports.YouwillalsolearnhowtoimplementsomepracticalandproventechniquestoimprovecertainaspectsofprogrammingandadministrationinApacheSpark.Bytheendofthebook,youwillbeabletobuildbigdataanalyticalsolutionsusingthevariousPySparkofferingsandalsooptimizethemeffectively.

·3.6萬字

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R Object-oriented Programming

Thisbookisdesignedforpeoplewithsomeexperienceinbasicprogrammingpractices.ItisalsoassumedthattheyhavesomebasicexperienceusingRandarefamiliarusingthecommandlineinanRenvironment.Ourprimarygoalistoraiseabeginnertoamoreadvancedleveltomakehim/hermorecomfortablecreatingprogramsandextendingRtosolvecommonproblems.

·3.5萬字

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Hands-On Machine Learning with Microsoft Excel 2019

Wehavemadehugeprogressinteachingcomputerstoperformdifficulttasks,especiallythosethatarerepetitiveandtime-consumingforhumans.Excelusers,ofalllevels,canfeelleftbehindbythisinnovationwave.ThetruthisthatalargeamountoftheworkneededtodevelopanduseamachinelearningmodelcanbedoneinExcel.Thebookstartsbygivingageneralintroductiontomachinelearning,makingeveryconceptclearandunderstandable.Then,itshowseverystepofamachinelearningproject,fromdatacollection,readingfromdifferentdatasources,developingmodels,andvisualizingtheresultsusingExcelfeaturesandofferings.Ineverychapter,thereareseveralexamplesandhands-onexercisesthatwillshowthereaderhowtocombineExcelfunctions,add-ins,andconnectionstodatabasesandtocloudservicestoreachthedesiredgoal:buildingafulldataanalysisflow.Differentmachinelearningmodelsareshown,tailoredtothetypeofdatatobeanalyzed.Attheendofthebook,thereaderispresentedwithsomeadvancedusecasesusingAutomatedMachineLearning,andartificialneuralnetwork,whichsimplifiestheanalysistaskandrepresentsthefutureofmachinelearning.

·3.5萬字

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Unity for Architectural Visualization

AtutorialpackedwithpracticalexamplesandscreenshotstohelpyoubecomeanexpertinarchitecturalvisualizationusingUnity.Thisbookiswrittenforstudentsandprofessionalarchitectswhoknowhowtomodelbuildingsin3Dandhaveaneedtoturntheirdesignintoaninteractivemodel,evenifyouhaveneverusedUnitybefore.Experiencewithvisualizationandprogrammingwillbehelpful,butisnotrequiredtofollowalong.Youwilllearnallthebasicsthroughoutwiththehelpofstep-by-stepexamples.ThemajorityoftheexamplesworkfineinanyrecentversionoftheUnitysoftware,onWindowsorMac,butoccasionallyfeaturesoftheProversionarerequired.

·3.5萬字

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Implementing DevOps with Microsoft Azure

ThisbookisforDevOpsengineers,systemadministrators,anddevelopers(.net)whowanttoimplementDevOpsfortheirorganization.YoudonotneedtohaveanyknowledgeofVSTSorAzureAppServices(AzureWebApps/AzureWebsites).

·3.5萬字

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Hands-On Java Deep Learning for Computer Vision

iOS 5 Essentials

R Machine Learning Essentials

Unity 5.x Game AI Programming Cookbook

Practical Convolutional Neural Networks

Google Visualization API Essentials

數字化轉型 架構與方法

工業大數據分析指南

Python 3爬蟲、數據清洗與可視化實戰

Hands-On Meta Learning with Python

Learn Unity ML-Agents：Fundamentals of Unity Machine Learning

Game Development with Swift

Gideros Mobile Game Development

Neural Network Programming with TensorFlow

Near Field Communication with Android Cookbook

Hands-On Big Data Analytics with PySpark

R Object-oriented Programming

Hands-On Machine Learning with Microsoft Excel 2019

Unity for Architectural Visualization

Implementing DevOps with Microsoft Azure

數字化轉型架構與方法