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Wanttogettogripswithoneofthemostpopularmachinelearninglibrariesfordeeplearning?TheDeepLearningwithPyTorchWorkshopwillhelpyoudojustthat,jumpstartingyourknowledgeofusingPyTorchfordeeplearningevenifyou’restartingfromscratch.It'snosurprisethatdeeplearning'spopularityhasrisensteeplyinthepastfewyears,thankstointelligentapplicationssuchasself-drivingvehicles,chatbots,andvoice-activatedassistantsthataremakingourliveseasier.Thisbookwilltakeyouinsidetheworldofdeeplearning,whereyou'llusePyTorchtounderstandthecomplexityofneuralnetworkarchitectures.TheDeepLearningwithPyTorchWorkshopstartswithanintroductiontodeeplearninganditsapplications.You'llexplorethesyntaxofPyTorchandlearnhowtodefineanetworkarchitectureandtrainamodel.Next,you'lllearnaboutthreemainneuralnetworkarchitectures-convolutional,artificial,andrecurrent-andevensolvereal-worlddataproblemsusingthesenetworks.Laterchapterswillshowyouhowtocreateastyletransfermodeltodevelopanewimagefromtwoimages,beforefinallytakingyouthroughhowRNNsstorememorytosolvekeydataissues.Bytheendofthisbook,you'llhavemasteredtheessentialconcepts,tools,andlibrariesofPyTorchtodevelopyourowndeepneuralnetworksandintelligentapps.

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TensorFlow 1.x Deep Learning Cookbook

Thisbookisintendedfordataanalysts,datascientists,machinelearningpractitionersanddeeplearningenthusiastswhowanttoperformdeeplearningtasksonaregularbasisandarelookingforahandyguidetheycanreferto.Peoplewhoareslightlyfamiliarwithneuralnetworks,andnowwanttogainexpertiseinworkingwithdifferenttypesofneuralnetworksanddatasets,willfindthisbookquiteuseful.

·9.1萬字

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Python Machine Learning Blueprints

Machinelearningistransformingthewayweunderstandandinteractwiththeworldaroundus.ThisbookistheperfectguideforyoutoputyourknowledgeandskillsintopracticeandusethePythonecosystemtocoverkeydomainsinmachinelearning.ThissecondeditioncoversarangeoflibrariesfromthePythonecosystem,includingTensorFlowandKeras,tohelpyouimplementreal-worldmachinelearningprojects.ThebookbeginsbygivingyouanoverviewofmachinelearningwithPython.Withthehelpofcomplexdatasetsandoptimizedtechniques,you’llgoontounderstandhowtoapplyadvancedconceptsandpopularmachinelearningalgorithmstoreal-worldprojects.Next,you’llcoverprojectsfromdomainssuchaspredictiveanalyticstoanalyzethestockmarketandrecommendationsystemsforGitHubrepositories.Inadditiontothis,you’llalsoworkonprojectsfromtheNLPdomaintocreateacustomnewsfeedusingframeworkssuchasscikit-learn,TensorFlow,andKeras.Followingthis,you’lllearnhowtobuildanadvancedchatbot,andscalethingsupusingPySpark.Intheconcludingchapters,youcanlookforwardtoexcitinginsightsintodeeplearningandyou'llevencreateanapplicationusingcomputervisionandneuralnetworks.Bytheendofthisbook,you’llbeabletoanalyzedataseamlesslyandmakeapowerfulimpactthroughyourprojects.

·5.6萬字

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Hands-On Explainable AI（XAI） with Python

EffectivelytranslatingAIinsightstobusinessstakeholdersrequirescarefulplanning,design,andvisualizationchoices.Describingtheproblem,themodel,andtherelationshipsamongvariablesandtheirfindingsareoftensubtle,surprising,andtechnicallycomplex.Hands-OnExplainableAI(XAI)withPythonwillseeyouworkwithspecifichands-onmachinelearningPythonprojectsthatarestrategicallyarrangedtoenhanceyourgrasponAIresultsanalysis.Youwillbebuildingmodels,interpretingresultswithvisualizations,andintegratingXAIreportingtoolsanddifferentapplications.YouwillbuildXAIsolutionsinPython,TensorFlow2,GoogleCloud’sXAIplatform,GoogleColaboratory,andotherframeworkstoopenuptheblackboxofmachinelearningmodels.Thebookwillintroduceyoutoseveralopen-sourceXAItoolsforPythonthatcanbeusedthroughoutthemachinelearningprojectlifecycle.Youwilllearnhowtoexploremachinelearningmodelresults,reviewkeyinfluencingvariablesandvariablerelationships,detectandhandlebiasandethicsissues,andintegratepredictionsusingPythonalongwithsupportingthevisualizationofmachinelearningmodelsintouserexplainableinterfaces.BytheendofthisAIbook,youwillpossessanin-depthunderstandingofthecoreconceptsofXAI.

·8.6萬字

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Rapid BeagleBoard Prototyping with MATLAB and Simulink

Thisbookisafast-pacedguidewithpractical,hands-onrecipeswhichwillshowyouhowtoprototypeBeagleboard-basedaudio/videoapplicationsusingMatlab/SimlinkandSourceryCodebenchonaWindowshost.BeagleboardEmbeddedProjectsisgreatforstudentsandacademicresearcherswhohavepracticalideasandwhowanttobuildaproof-of-conceptsystemonanembeddedhardwareplatformquicklyandefficiently.Itisalsousefulforproductdesignengineerswhowanttoratifytheirapplicationsandreducethetime-to-market.ItisassumedthatyouarefamiliarwithMatlab/Simulinkandhavesomebasicknowledgeofcomputerhardware.ExperienceinLinuxisfavouredbutnotnecessary,asoursoftwaredevelopmentispurelyonaWindowshost.

·3.5萬字

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數(shù)字道路技術(shù)架構(gòu)與建設(shè)指南

《“十四五”現(xiàn)代綜合交通運輸體系發(fā)展規(guī)劃》強調(diào)推動既有設(shè)施數(shù)字化改造升級，交通運輸領(lǐng)域產(chǎn)業(yè)數(shù)字化是不可阻擋的歷史潮流，智慧交通也承載著人民對美好生活的向往和追求。本書從設(shè)計理論和建設(shè)實踐兩個方面對數(shù)字道路進行深入分析和研究，體系化地介紹了數(shù)字道路的發(fā)展歷程、分級情況、新技術(shù)應用、系統(tǒng)構(gòu)成、應用場景、建設(shè)實踐方案、投資運營模式7個方面，對于未來數(shù)字道路的建設(shè)、管理和運營具有重要的參考價值。本書具有創(chuàng)新性、系統(tǒng)性和實操性的特點，可以供道路數(shù)字化規(guī)劃、設(shè)計、建設(shè)、管理人員使用，還可以作為科研院所技術(shù)人員、高等院校學生的輔導用書。

·12.9萬字

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Spring Security 3.x Cookbook

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·3.5萬字

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The Applied TensorFlow and Keras Workshop

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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?yōu)樯鷦訉嵱玫娜蝿諏W習。本書內(nèi)容包括IT技術(shù)概述、認識計算機、使用Windows7操作系統(tǒng)、應用計算機網(wǎng)絡(luò)、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(nèi)容。

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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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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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Pro Tools HD：Advanced Techniques and Workfl ows

Aneasy-to-followguideforusingProToolsHD11effectively.ThisbookisidealforanyonewhoalreadyusesProToolsandwantstolearnmore,orisnewtoProToolsHDandwantstouseiteffectivelyintheirownaudioworkstations.

·3萬字

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Blender Cycles：Lighting and Rendering Cookbook

Anin-depthguidefullofstep-by-steprecipestoexploretheconceptsbehindtheusageofCycles.Packedwithillustrations,andlotsoftipsandtricks;theeasy-to-understandnatureofthebookwillhelpthereaderunderstandeventhemostcomplexconceptswithease.IfyouareadigitalartistwhoalreadyknowsyourwayaroundBlender,andyouwanttolearnaboutthenewCycles’renderingengine,thisisthebookforyou.EvenexpertswillbeabletopickupnewtipsandtrickstomakethemostoftherenderingcapabilitiesofCycles.

·6.6萬字

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Building Bluetooth Low Energy Systems

ThebookisfordevelopersandenthusiastswhoarepassionateaboutlearningBluetoothLowEnergytechnologiesandwanttoaddnewfeaturesandservicestotheirneworexistingproducts.TheyshouldbefamiliarwithprogramminglanguagessuchasSwift,Java,andJavaScript.Knowledgeofdebuggingskillswouldbeanadvantage.

·4.4萬字

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Ouya Unity Game Development

Aclear,concise,andpracticalguidethatwillteachyouhowtobuildyourownconsolegameandbecomeanindiedeveloper.ThisbookisforgamedeveloperswhoareinterestedindevelopinggamesfortheOuyaconsoleontheUnitygameengine.ItisassumedthatyouhaveabasicunderstandingofUnity.

·2.6萬字

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The Deep Learning with Keras Workshop

Newexperiencescanbeintimidating,butnotthisone!Thisbeginner’sguidetodeeplearningisheretohelpyouexploredeeplearningfromscratchwithKeras,andbeonyourwaytotrainingyourfirsteverneuralnetworks.WhatsetsKerasapartfromotherdeeplearningframeworksisitssimplicity.Withovertwohundredthousandusers,Kerashasastrongeradoptioninindustryandtheresearchcommunitythananyotherdeeplearningframework.TheDeepLearningwithKerasWorkshopstartsbyintroducingyoutothefundamentalconceptsofmachinelearningusingthescikit-learnpackage.Afterlearninghowtoperformthelineartransformationsthatarenecessaryforbuildingneuralnetworks,you'llbuildyourfirstneuralnetworkwiththeKeraslibrary.Asyouadvance,you'lllearnhowtobuildmulti-layerneuralnetworksandrecognizewhenyourmodelisunderfittingoroverfittingtothetrainingdata.Withthehelpofpracticalexercises,you’lllearntousecross-validationtechniquestoevaluateyourmodelsandthenchoosetheoptimalhyperparameterstofine-tunetheirperformance.Finally,you’llexplorerecurrentneuralnetworksandlearnhowtotrainthemtopredictvaluesinsequentialdata.Bytheendofthisbook,you'llhavedevelopedtheskillsyouneedtoconfidentlytrainyourownneuralnetworkmodels.

·10.1萬字

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Arduino Android Blueprints

ThisbookisforthosewhowanttolearnhowtobuildexcitingArduinoprojectsbyinterfacingitwithAndroid.Youwillneedtohavesomebasicexperienceinelectronicsandprogramming.However,youdon'tneedtohaveanypreviousexperiencewiththeArduinoorAndroidplatforms.

·3.7萬字

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Salesforce CRM：The Definitive Admin Handbook（Second Edition）

ApracticalguidewhichwillhelptodiscoverhowtosetupandconfiguretheSalesforceCRMapplication.Itofferssolutionsandpracticalexamplesonhowtofurtherimproveandmaintainitsfunctionalitywithclearsystematicinstructions.Beinghighlyorganizedandcompact,thisbookcontainsdetailedinstructionswithscreenshots,diagrams,andtipsthatclearlydescribehowyoucanadministerandconfigurecomplexSalesforceCRMfunctionalitywithabsoluteease.ThisbookisforadministratorswhowanttodevelopandstrengthentheirSalesforceCRMskillsintheareasofconfigurationandsystemmanagement.Whetheryouareanoviceoramoreexperiencedadmin,thisbookaimstoenhanceyourknowledgeandunderstandingoftheSalesforceCRMplatformandbytheendofthebook,youshouldbereadytoadministerSalesforceCRMinareal-worldenvironment.

·7.9萬字

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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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