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Applied Deep Learning and Computer Vision for Self/Driving Cars
會員

Exploreself-drivingcartechnologyusingdeeplearningandartificialintelligencetechniquesandlibrariessuchasTensorFlow,Keras,andOpenCVKeyFeatures*Buildandtrainpowerfulneuralnetworkmodelstobuildanautonomouscar*Implementcomputervision,deeplearning,andAItechniquestocreateautomotivealgorithms*OvercomethechallengesfacedwhileautomatingdifferentaspectsofdrivingusingmodernPythonlibrariesandarchitecturesBookDescriptionThankstoanumberofrecentbreakthroughs,self-drivingcartechnologyisnowanemergingsubjectinthefieldofartificialintelligenceandhasshifteddatascientists'focustobuildingautonomouscarsthatwilltransformtheautomotiveindustry.Thisbookisacomprehensiveguidetousedeeplearningandcomputervisiontechniquestodevelopautonomouscars.Startingwiththebasicsofself-drivingcars(SDCs),thisbookwilltakeyouthroughthedeepneuralnetworktechniquesrequiredtogetupandrunningwithbuildingyourautonomousvehicle.Onceyouarecomfortablewiththebasics,you'lldelveintoadvancedcomputervisiontechniquesandlearnhowtousedeeplearningmethodstoperformavarietyofcomputervisiontaskssuchasfindinglanelines,improvingimageclassification,andsoon.Youwillexplorethebasicstructureandworkingofasemanticsegmentationmodelandgettogripswithdetectingcarsusingsemanticsegmentation.Thebookalsocoversadvancedapplicationssuchasbehavior-cloningandvehicledetectionusingOpenCV,transferlearning,anddeeplearningmethodologiestotrainSDCstomimichumandriving.Bytheendofthisbook,you'llhavelearnedhowtoimplementavarietyofneuralnetworkstodevelopyourownautonomousvehicleusingmodernPythonlibraries.Whatyouwilllearn*ImplementdeepneuralnetworkfromscratchusingtheKeraslibrary*Understandtheimportanceofdeeplearninginself-drivingcars*GettogripswithfeatureextractiontechniquesinimageprocessingusingtheOpenCVlibrary*Designasoftwarepipelinethatdetectslanelinesinvideos*Implementaconvolutionalneuralnetwork(CNN)imageclassifierfortrafficsignalsigns*Trainandtestneuralnetworksforbehavioral-cloningbydrivingacarinavirtualsimulator*Discovervariousstate-of-the-artsemanticsegmentationandobjectdetectionarchitecturesWhothisbookisforIfyouareadeeplearningengineer,AIresearcher,oranyonelookingtoimplementdeeplearningandcomputervisiontechniquestobuildself-drivingblueprintsolutions,thisbookisforyou.Anyonewhowantstolearnhowvariousautomotive-relatedalgorithmsarebuilt,willalsofindthisbookuseful.Pythonprogrammingexperience,alongwithabasicunderstandingofdeeplearning,isnecessarytogetthemostofthisbook.

Sumit Ranjan;Dr. S. Senthamilarasu ·專用軟件 ·5.4萬字

Mastering Redis
會員

TakeyourknowledgeofRedistothenextleveltobuildenthrallingapplicationswitheaseAboutThisBook?DetailedexplanationonDatastructureserverwithpowerfulstrings,lists,sets,sorted-sets,andhashes?LearntoScaleyourdatawithRedisCluster’sdistributedsetup?ThisisafastpacedpracticalguidefullofscreenshotsandrealworkexamplestohelpyougettogripswithRedisinnotime.WhoThisBookIsForIfyouareasoftwaredeveloperwithsomeexperiencewithRedisandwouldnowliketoelevateyourRedisknowledgeandskillsevenfurther,thenthisbookisforyou.WhatYouWillLearn?ChoosetherightRedisdatastructureforyourproblem?UnderstandRedisevent-loopandimplementyourowncustomCcommands?SolvecomplexworkflowswithRedisserver-sidescriptingwithLua?ConfigureyourRedisinstanceforoptimalmemorymanagement?ScaleyourdatainadistributedmannerwithRedisCluster?ImprovethestabilityofyourRedissolutionusingRedisSentinel?ComplementyourexistingdatabaseandNoSQLenvironmentwithRedis?ExploitawiderangeoffeaturesprovidedbyRedistobecomeaDevOpsexpert.InDetailRedisisthemostpopular,open-source,keyvaluedatastructureserverthatprovidesawiderangeofcapabilitiesonwhichmultipleplatformscanbebebuilt.Itsfastandflexibledatastructuresgiveyourexistingapplicationsanedgeinthedevelopmentenvironment.ThisbookisapracticalguidewhichaimstohelpyoudeepdiveintotheworldofRedisdatastructuretoexploititsexcellentfeatures.WestartourjourneybyunderstandingtheneedofRedisinbrief,followedbyanexplanationofAdvancedkeymanagement.Next,youwilllearnaboutdesignpatterns,bestpracticesforusingRedisinDevOpsenvironmentandDockercontainerizationparadigmindetail.Afterthis,youwillunderstandtheconceptofscalingwithRedisclusterandRedisSentinel,followedbyathroughexplanationofincorporatingRediswithNoSQLtechnologiessuchasElasticsearchandMongoDB.Attheendofthissection,youwillbeabletodevelopcompetentapplicationsusingthesetechnologies.YouwillthenexplorethemessagequeuingandtaskmanagementfeaturesofRedisandwillbeabletoimplementtheminyourapplications.Finally,youwilllearnhowRediscanbeusedtobuildreal-timedataanalyticdashboards,fordifferentdisparatedatastreams.StyleandapproachThisisahandsonguidefullofeasy-to-followexamples,thatillustrateimportantconceptsandtechniquestosolvecomplexproblemswithRedis.

Jeremy Nelson ·專用軟件 ·8.6萬字

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