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February 29, 2012 21:36
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http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/1.1.1-Intro-overview.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/1.1.2-intro-distributions.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/1.1.3-intro-indep.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/1.1.4-intro-factors.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.1.1-Repn-BN-semantics.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.1.2-Repn-BN-patterns.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.1.3-Repn-BN-activetrails.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.1.4-Repn-BNs-dsep.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.1.5-Repn-BNs-Iequiv.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.1.6-Repn-BNs-diagnosis.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.2.1-Repn-MNs-pairwise.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.2.2-Repn-MNs-Gibbs-a.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.2.3-Repn-MNs-Indep.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.2.4-Repn-MNs-CRFs.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.3.1-Repn-CPDs-overview.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.3.2-Repn-CPDs-contextspecific.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.3.3-Repn-CPDs-ICI.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.3.4-Repn-CPDs-continuous.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.3.5-Repn-CPDs-loglinear.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.4.1-Repn-Template-overview.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.4.2-Repn-Template-temporal.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.4.3-Repn-Template-DBNs.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.4.4-Repn-Template-plates.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/2.5.1-Repn-Wrapup-BNsvsMNs.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.1-InferenceTasks.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.2-VariableEliminationonaChain.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.3-GeneralDefinitionofVariableElimination.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.4-ComplexityofVariableElimination.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.5-ProofofThm96(VEComplexity).flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.6-ClusterGraphs.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.7-Up-DownCliqueTreeMessagePassing.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.8-RunningIntersectionProperty.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.9-CliqueTreeCalibration.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.10-CliqueTreeInvariant.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.11-ComplexityOfCliqueTreeInference.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.12-LoopyBeliefPropagation-MessagePassing.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.13-LoopyBeliefPropagation-ClusterGraphConstruction.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.14-OriginofLoopyBeliefPropagation.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.15-PropertiesofBPatConvergence.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.16-ImprovingConvergenceofBP.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.17-InferenceinTemporalModels.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.18-TrackinginTemporalModels.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.19-EntanglementinTemporalModels.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.20-ParticleBasedMethods.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.28-MarkovChainMonteCarlo.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.99-MarkovChainStationaryDistributions.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.22-GibbsSampling.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.23-AnsweringQuerieswithMCMCSamples.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.24-PropertiesoftheGibbsChain.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.40-MetropolisHastings.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.25-CollapsedParticles.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.6.1-LikelihoodWeighting.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.6.2-ImportanceSampling.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.6.3-NormalizedImportanceSampling.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.6.4-ParticleFiltering.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.6.5-RobotLocalization.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.6.6-VisualTracking.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.7.1-MAPInference.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.7.2-MaxProductVariableElimination.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.7.3-FindingtheMAPAssignmentfromMaxProduct.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.7.4-MaxProductMessagePassinginCliqueTrees.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.7.5-MaxProductLoopyBeliefPropagation.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.7.6-MoveMakingforMAP.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.7.7-MAPwithGraphCuts.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/3.7.8-ConstructingGraphCutsforMAP.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.1-IntroductiontoParameterLearning.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.2-LearninginParametricModels.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.3-ParameterLearninginaBayesianNetwork.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.4-DecomposedLikelihoodFunctionforaBN.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.5-ParameterPriors.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.6-BayesianModelingwiththeBetaPrior.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.7-BayesianPriorsforBNs.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.8-TheDirichletPrior.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.9-ParameterEstimationintheALARMNetwork.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.10-ParameterEstimationinaNaiveBayesModel.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.11-LearningUndirectedModels.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.12-LikelihoodFunctionforLogLinearModels.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.13-MLEforLogLinearModels.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.14-GradientAscentforMNLearning.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.15-LearningCRFs.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.16-LearningwithSharedParameters.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.17-InferenceDuringMNLearning.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.1-LearningwithMissingData.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.2-LikelihoodwithMissingData.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.3-Expectation-MaximizationAlgorithm.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.4-AnalysisofEM.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.5-BayesianClusteringusingEM.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.7-PracticalIssueswithEM.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.9-LearningUserClassesWithBayesianClustering.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.10-RobotMappingWithBayesianClustering.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.1-IntroductiontoStructureLearning.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.2-TypesofStructureLearning.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.3-LikelihoodScore.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.4-DecomposabilityandScoreEquivalence.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.5-LearningTreeNetworks.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.8-PriorsforBNs.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.12-StructureLearningwithMissingData.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.1.10-LearningUndirectedModelswithMissingData.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.6-BayesianLearningforUndirectedModels.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.6-BayesianScore.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.7-BICScore.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.10-Hill-ClimbingStructureSearch.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.11-UsingDecomposabilityDuringSearch.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.3.9-LearningStructureUsingOrdering.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/4.2.8-LearningHiddenVariables.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/5.7-IntroductiontoDecisionTheory.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/5.8-UtilityFunctions.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/5.11-InfluenceDiagrams.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/5.12-DecisionCPDs.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/5.15-ValueofPerfectInformation.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/5.16-ApplicationofDecisionModels.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/I1-DeepLearning2010.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/I2-KnowledgeEngineering.flv | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/I3-LDA.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/I4-AlignmentMCMC.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/I5-Robots.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/I6-Google.mp4 | |
http://openclassroom.stanford.edu/MainFolder/courses/ProbabilisticGraphicalModels/videos/I7-Summary.flv |
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