PGM videos

links.md

• 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