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