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Lecture0:IntroductionDefinitionGeneralizationHumaninteractionAlgorithmtypesTheoryApproachesApplicationsSoftwareJournalsandconferencesCourseoutlineReferences1
DefinitionAcomputerprogramissaidtolearnfromexperienceEwithrespecttosomeclassoftasksTandperformancemeasureP,ifitsperformanceattasksinT,asmeasuredbyP,improveswithexperienceE.TaskT,performancemeasurePandexperienceE2
GeneralizationTruedistributionexperiencenewcasesAnswers3
HumaninteractionHumanintuitioncannotbeeliminatedinthesystemdesign.Machinelearningcombineshumanandmachine.4
AlgorithmtypesSupervisedlearningUnsupervisedlearningSemi-supervisedlearningReinforcementlearningTransductionLearningtolearn…5
TheoryCloselyrelatedtoAI,Probabilitytheoryandstatistics,datamining,patternrecognition,adaptivecontrol,computationalneuroscienceandcomputationallearningtheory6
ApproachesDecisiontreelearningAssociationrulelearningArtificialneuralnetworksGeneticprogrammingInductivelogicprogrammingSupportvectormachinesClusteringBayesiannetworksReinforcementlearning…7
Applicationsmachineperception,computervision,naturallanguageprocessing,syntacticpatternrecognition,searchengines,medicaldiagnosis,bioinformatics,brain-machineinterfacesandcheminformatics,detectingcreditcardfraud,stockmarketanalysis,classifyingDNAsequences,speechandhandwritingrecognition,objectrecognitionincomputervision,gameplaying,softwareengineering,adaptivewebsites,robotlocomotion,andstructuralhealthmonitoring…8
ApplicationsDrivingacarRecognisingspamemailsRecommendingbooksReadinghandwritingRecognisingspeech,faces,etc…Howwouldyouwritetheseprograms?Wouldyouwantto?!?!?!?9
SoftwareMATLABtoolboxTensofbuilt-intoolboxes:Bioinformatics,fuzzylogic,imageprocessing,neuralnetwork,statistics,…Customer-developedtoolboxes:netlib,MLT,…RpackagesThousandsoffreelyavailablepacka
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