前Deep Learning 門課程- 在線學習Deep Learning | Coursera

來自頂級大學和行業領導者的Deep Learning 課程。

... Learning and Neural Networks and Deep Learning 等課程在線學習Deep Learning。

... 關於深度學習的常見問題 ... List篩選依據''deeplearning'的432個結果DeepLearning.AIDeepLearning您將獲得的技能：Advertising,Algorithms,AppliedMachineLearning,ArtificialNeuralNetworks,BayesianStatistics,BigData,BusinessPsychology,Communication,ComputationalLogic,ComputerArchitecture,ComputerGraphicTechniques,ComputerGraphics,ComputerNetworking,ComputerProgramming,ComputerVision,DataManagement,DeepLearning,Entrepreneurship,GeneralStatistics,HardwareDesign,HumanComputerInteraction,InteractiveDesign,LeadershipandManagement,LinearAlgebra,MachineLearning,MachineLearningAlgorithms,Marketing,MarkovModel,MathematicalTheory&Analysis,Mathematics,NaturalLanguage,NaturalLanguageProcessing,NetworkArchitecture,Probability&Statistics,Project,ProjectManagement,PythonProgramming,Regression,Sales,StatisticalMachineLearning,StatisticalProgramming,Strategy,StrategyandOperations,SupplyChainSystems,SupplyChainandLogistics,TheoreticalComputerScience,UserExperience4.8（133.6k條評論）Intermediate·Specialization·3-6MonthsDeepLearning.AINeuralNetworksandDeepLearning您將獲得的技能：LinearAlgebra,ComputerArchitecture,MathematicalTheory&Analysis,ComputerProgramming,Probability&Statistics,SupplyChainandLogistics,LogisticRegression,SupplyChain,ArtificialNeuralNetworks,DeepLearning,MachineLearning,Numpy,MachineLearningAlgorithms,ComputationalLogic,AppliedMachineLearning,BayesianStatistics,MarkovModel,Regression,PythonProgramming,BusinessPsychology,HardwareDesign,GeneralStatistics,Entrepreneurship,SupplyChainSystems,Mathematics,TheoreticalComputerScience,Algorithms4.9（114.3k條評論）Intermediate·Course·1-4WeeksDeepLearning.AIDeepLearning.AITensorFlowDeveloper您將獲得的技能：Analysis,AppliedMachineLearning,ArtificialNeuralNetworks,ComputerGraphicTechniques,ComputerGraphics,ComputerProgramming,ComputerVision,DeepLearning,Entrepreneurship,Forecasting,GeneralStatistics,MachineLearning,MachineLearningAlgorithms,Modeling,NaturalLanguageProcessing,Probability&Statistics,ProgrammingPrinciples,PythonProgramming,StatisticalClassification,StatisticalMachineLearning,StatisticalProgramming4.7（22.1k條評論）Intermediate·ProfessionalCertificate·3-6MonthsDeepLearning.AINaturalLanguageProcessing您將獲得的技能：Algorithms,Analysis,ArtificialNeuralNetworks,BayesianStatistics,Communication,ComputerGraphics,ComputerProgramming,DeepLearning,DimensionalityReduction,Experiment,GeneralStatistics,HumanComputerInteraction,MachineLearning,MachineLearningAlgorithms,MarkovModel,Mathematics,Modeling,NaturalLanguage,NaturalLanguageProcessing,OperationsResearch,Probability,Probability&Statistics,Process,PythonProgramming,Regression,ResearchandDesign,StatisticalProgramming,StrategyandOperations,TheoreticalComputerScience,UserExperience4.6（4.5k條評論）Intermediate·Specialization·3-6MonthsDeepLearning.AIMachineLearningEngineeringforProduction(MLOps)您將獲得的技能：AppliedMachineLearning,BusinessAnalysis,ChangeManagement,CloudComputing,ComputerNetworking,ComputerProgramming,DataAnalysis,DataManagement,DataVisualization,DeepLearning,DevOps,Estimation,ExploratoryDataAnalysis,Extract,Transform,Load,FeatureEngineering,GeneralStatistics,LeadershipandManagement,MachineLearning,MachineLearningAlgorithms,Modeling,NetworkSecurity,Probability&Statistics,PythonProgramming,SecurityEngineering,SecurityStrategy,StatisticalProgramming,StatisticalVisualization,StrategyandOperations4.7（2.1k條評論）Advanced·Specialization·3-6MonthsDeepLearning.AIGenerativeAdversarialNetworks(GANs)您將獲得的技能：AppliedMachineLearning,ArtificialNeuralNetworks,Bias,ComputerProgramming,ComputerVision,DeepLearning,MachineLearning,MachineLearningAlgorithms,Modeling,PythonProgramming,StatisticalProgramming4.7（1.8k條評論）Intermediate·Specialization·1-3MonthsImperialCollegeLondonMathematicsforMachineLearning您將獲得的技能：Algebra,Algorithms,ArtificialNeuralNetworks,BasicDescriptiveStatistics,Calculus,ComputerGraphicTechniques,ComputerGraphics,ComputerProgramming,DataAnalysis,DeepLearning,DifferentialEquations,GeneralStatistics,LinearAlgebra,Linearity,MachineLearning,MachineLearningAlgorithms,MathematicalTheory&Analysis,Mathematics,Probability&Statistics,ProbabilityDistribution,PythonProgramming,Regression,StatisticalProgramming,TheoreticalComputerScience4.6（12.8k條評論）Beginner·Specialization·3-6MonthsImperialCollegeLondonTensorFlow2forDeepLearning您將獲得的技能：AppliedMachineLearning,ArtificialNeuralNetworks,ComputerProgramming,ComputerVision,DeepLearning,MachineLearning,PythonProgramming,StatisticalProgramming4.8（568條評論）Intermediate·Specialization·3-6MonthsIBMSkillsNetworkIBMAIEngineering您將獲得的技能：Algorithms,Apache,AppliedMachineLearning,ArtificialNeuralNetworks,BasicDescriptiveStatistics,BigData,BusinessAnalysis,ComputerGraphicTechniques,ComputerGraphics,ComputerProgramming,ComputerVision,CorrelationAndDependence,DataAnalysis,DataManagement,DataStructures,Databases,DecisionTree,DeepLearning,DimensionalityReduction,Econometrics,GeneralStatistics,ImageProcessing,MachineLearning,MachineLearningAlgorithms,Mathematics,NoSQL,Probability&Statistics,ProbabilityDistribution,PythonProgramming,Regression,SQL,StatisticalAnalysis,StatisticalMachineLearning,StatisticalProgramming,SupplyChainSystems,SupplyChainandLogistics,TheoreticalComputerScience4.6（14.6k條評論）Intermediate·ProfessionalCertificate·3-6MonthsUniversityofColoradoBoulderIntroductiontoDeepLearning您將獲得的技能：ReinforcementLearning,ArtificialNeuralNetworks,MachineLearning,AppliedMachineLearning,DeepLearningIntermediate·Course·1-3MonthsDeepLearning.AITensorFlow:AdvancedTechniques您將獲得的技能：ApplicationProgrammingInterfaces,AppliedMachineLearning,ArtificialNeuralNetworks,ComputerArchitecture,ComputerGraphicTechniques,ComputerGraphics,ComputerNetworking,ComputerProgramming,ComputerVision,DeepLearning,DistributedComputingArchitecture,Euler'STotientFunction,MachineLearning,MachineLearningAlgorithms,Mathematics,Modeling,NetworkArchitecture,ProgrammingPrinciples,PythonProgramming,StatisticalProgramming4.8（1.1k條評論）Intermediate·Specialization·3-6MonthsUniversityofIllinoisatUrbana-ChampaignDeepLearningforHealthcare2.2（9條評論）Advanced·Specialization·1-3Months與deeplearning相關的搜索deeplearningspecializationdeeplearningandrewngdeeplearningandreinforcementlearningdeeplearningwithpytorch:imagesegmentationdeeplearningforhealthcaredeeplearningforbusinessdeeplearningwithpytorch:siamesenetworkdeeplearningwithpytorch:generativeadversarialnetwork1234…36 總之，這是我們最受歡迎的deeplearning門課程中的10門DeepLearning: DeepLearning.AINeuralNetworksandDeepLearning: DeepLearning.AIDeepLearning.AITensorFlowDeveloper: DeepLearning.AINaturalLanguageProcessing: DeepLearning.AIMachineLearningEngineeringforProduction(MLOps): DeepLearning.AIGenerativeAdversarialNetworks(GANs): DeepLearning.AIMathematicsforMachineLearning: ImperialCollegeLondonTensorFlow2forDeepLearning: ImperialCollegeLondonIBMAIEngineering: IBMSkillsNetworkIntroductiontoDeepLearning: UniversityofColoradoBoulder您可以在MachineLearning中學到的技能Python程序設計(33)Tensorflow(32)人工神經網絡(24)大數據(18)統計分類(17)強化學習(13)代數(10)貝葉斯定理(10)線性代數(10)線性回歸(9)Numpy(9)顯示更多關於深度學習的常見問題ChevronRightWhatisdeeplearning,andwhyisitimportant?‎Deeplearningisapowerfulapplicationofmachinelearning(ML)algorithmsmodeledafterbiologicalsystemsofinformationprocessingcalledartificialneuralnetworks(ANN).Machinelearningisanartificialintelligence(AI)techniquethatallowscomputerstoautomaticallylearnfromdatawithoutexplicitprogramming,anddeeplearningharnessesmultiplelayersofinterconnectedneuralnetworkstogeneratemoresophisticatedinsights.Whilethisfieldofcomputerscienceisquitenew,itisalreadybeingusedinagrowingrangeofimportantapplications.Deeplearningexcelsatautomatedimagerecognition,alsoknownascomputervision,whichisusedforcreatingaccuratefacialrecognitionsystemsandsafelydrivingautonomousvehicles.Thisapproachisalsousedforspeechrecognitionandnaturallanguageprocessing(NLP)applications,whichallowforcomputerstointeractwithhumanusersviavoicecommands.Machinelearningalgorithmssuchaslogisticregressionarekeytocreatingdeeplearningapplications,alongwithcommonlyusedprogramminglanguagessuchasTensorflowandPython.Theseprogramminglanguagesaregenerallypreferredforteachingandlearninginthisfieldduetotheirflexibilityandrelativeaccessibility-animportantprioritygiventherelevanceofdeeplearningtoawiderangeofprofessionalswithoutacomputersciencebackground.‎ChevronRightWhatkindsofcareerscanIpursuewithabackgroundindeeplearning?‎Afamiliaritywiththecapabilitiesanddevelopmentprocessfordeeplearningapplicationscanbeanassetinagrowingnumberofcareers.Forexample,theuseofdeeplearningisbeingexploredinhealthcareforautomaticreadingofradiologyimages,aswellassearchingforpatternsingenesandpharmaceuticalinteractionsthatcanaidinthediscoveryofnewtypesofmedicines.Inmanyfields,evenabasicunderstandingofdeeplearningcanhelpprofessionalsidentifynewpotentialapplicationsofthispowerfultechnology.Thosewithadeeperexpertiseindeeplearningmaybecomecomputerresearchscientistsinthisfield,responsibleforinventingnewalgorithmsandfindingnewapplicationsforthesetechniques.Giventhewiderangeofusesfordeeplearning,computerscientistsinthisfieldareinhighdemandforjobsatprivatecompaniesaswellasgovernmentagenciesandresearchuniversities.AccordingtotheBureauofLaborStatistics,computerresearchscientistsearnedamedianannualsalaryof$122,840asof2019,andthesejobsareexpectedtogrowmuchfasterthanaverage.‎ChevronRightCanIlearnaboutdeeplearningbytakingonlinecoursesonCoursera?‎Certainly-infact,Courseraisoneofthebestplacestolearnaboutdeeplearning.Throughpartnershipswithdeeplearning.aiandStanfordUniversity,CourseraofferscoursesaswellasSpecializationstaughtbysomeofthepioneeringthinkersandeducatorsinthisfield.YoucanalsolearnviacoursesandSpecializationsfromindustryleaderssuchasGoogleCloudandIntel,orgetaprofessionalcertificatefromIBM.GuidedProjectsalsoofferanopportunitytobuildskillsindeeplearningthroughhands-ontutorialsledbyexperiencedinstructors,allowingyoutolearnwithconfidence.‎ChevronRightWhatskillsorexperiencedoIneedtoalreadyhavebeforelearningdeeplearning?‎Theskillsorexperienceyoumayneedtohavebeforestudyingdeeplearning,andwhichcanhelpyoubetterunderstandanadvancedconceptsuchasdeeplearning,canincludesignlanguagereading,musicgeneration,andnaturallanguageprocessing(NLP),inadditiontomanyothers.IfyouhaveknowledgeofPython3andunderstandthebasicconceptsofgeneralmachine-learningalgorithmsanddeeplearning,youmayhavethenecessaryskillstolearnthisspecialization.Youmayalsowanttoknowaboutprobabilityandstatisticstostudydeeplearningconcepts.Basicmath,suchasalgebraandcalculus,isalsoanimportantprerequisitetodeeplearningbecauseitrelatestomachinelearninganddatascience.Also,ifyouhaveworkedinthetechorartificialintelligence(AI)fields,youmayhavethenecessaryexperiencetostudydeeplearning.‎ChevronRightWhatkindofpersonisbestsuitedtolearndeeplearning?‎Thetypeofpersonwhoisbestsuitedtostudydeeplearningissomeonecomfortableworkingwithstatistics,programming,advancedcalculus,advancedalgebra,andengineering.DeeplearningbenefitssomeonepassionateaboutworkingintheAIfieldswhichcancreatetypesofdeeplearningnetworksthathelpmachinesperformhumanfunctions.Apersonbestsuitedtolearnaboutdeeplearninghasavestedinterestinunderstandinghowtheintelligenceisbuilttoruneverythingfromdriverlesscars,mobiledevices,stocktradingsystems,androboticsurgeryequipment,forexample.Deeplearningbenefitssomeonewithagoalofworkingwithsystemssuchascomputervision,speechrecognition,NLP,audiorecognitionbioinformaticssystems,andmedicalimageanalysis.‎ChevronRightHowdoIknowifdeeplearningisrightforme?‎DeeplearningmayberightforyouifyouwanttobreakintoAI.Thespecializationmaybenefityouifyouareamachinelearningresearcherorpractitionerwhoisseekingtolearnthenextgenerationofmachinelearning,andyouwanttodeveloppracticalskillsinthepopulardeeplearningframeworkTensorFlow.Deeplearningisoneofthemosthighlysought-afterskillsintech,andmasteringitmayleadyoutomanyopportunitiesinthefieldofAI.Itmayalsobenefityouifyouwanttolearnhowtobuildneuralnetworksandhowtoleadsuccessfulmachinelearningprojects,andifyouhaveapassionforlearningaboutconvolutionalnetworks,RNNs,LSTM,Adam,Dropout,BatchNorm,Xavier/Heinitialization,andhowtomasterconceptsinPythonandTensorFlow.‎此常見問題解答內容僅供參考。

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