Path | Size |

Assignments/Assignment 1/Assignment 1.pdf | 282.65kB |

Assignments/Assignment 1/AssignmentToIndex.m | 0.60kB |

Assignments/Assignment 1/ComputeJointDistribution.m | 1.13kB |

Assignments/Assignment 1/ComputeMarginal.m | 1.27kB |

Assignments/Assignment 1/ConvertNetwork.m | 3.85kB |

Assignments/Assignment 1/Credit_net.net | 4.57kB |

Assignments/Assignment 1/FactorMarginalization.m | 1.59kB |

Assignments/Assignment 1/FactorProduct.m | 2.33kB |

Assignments/Assignment 1/FactorTutorial.m | 6.48kB |

Assignments/Assignment 1/GetValueOfAssignment.m | 0.81kB |

Assignments/Assignment 1/IndexToAssignment.m | 0.60kB |

Assignments/Assignment 1/ObserveEvidence.m | 1.95kB |

Assignments/Assignment 1/SetValueOfAssignment.m | 1.16kB |

Assignments/Assignment 1/StandardizeFactors.m | 0.58kB |

Assignments/Assignment 1/submit.m | 22.94kB |

Assignments/Assignment 1/submitWeb.m | 0.83kB |

Assignments/Assignment 1/submit_input.mat | 3.15kB |

Assignments/Assignment 2/AssignmentToIndex.m | 0.60kB |

Assignments/Assignment 2/GetValueOfAssignment.m | 0.81kB |

Assignments/Assignment 2/IndexToAssignment.m | 0.60kB |

Assignments/Assignment 2/PA2Appendix.pdf | 100.47kB |

Assignments/Assignment 2/PA2Description.pdf | 1.34MB |

Assignments/Assignment 2/SetValueOfAssignment.m | 1.15kB |

Assignments/Assignment 2/childCopyGivenFreqsFactor.m | 0.69kB |

Assignments/Assignment 2/childCopyGivenParentalsFactor.m | 2.62kB |

Assignments/Assignment 2/computeSigmoid.m | 0.38kB |

Assignments/Assignment 2/constructDecoupledGeneticNetwork.m | 3.92kB |

Assignments/Assignment 2/constructGeneticNetwork.m | 3.08kB |

Assignments/Assignment 2/constructSigmoidPhenotypeFactor.m | 2.75kB |

Assignments/Assignment 2/generateAlleleGenotypeMappers.m | 2.03kB |

Assignments/Assignment 2/genotypeGivenAlleleFreqsFactor.m | 3.10kB |

Assignments/Assignment 2/genotypeGivenParentsGenotypesFactor.m | 3.26kB |

Assignments/Assignment 2/phenotypeGivenCopiesFactor.m | 3.30kB |

Assignments/Assignment 2/phenotypeGivenGenotypeFactor.m | 2.06kB |

Assignments/Assignment 2/phenotypeGivenGenotypeMendelianFactor.m | 2.32kB |

Assignments/Assignment 2/sampleFactorList.mat | 0.40kB |

Assignments/Assignment 2/sampleFactorListDecoupled.mat | 0.44kB |

Assignments/Assignment 2/sampleGeneticNetworks.m | 4.27kB |

Assignments/Assignment 2/sendToSamiam.m | 7.49kB |

Assignments/Assignment 2/sendToSamiamGeneCopy.m | 10.43kB |

Assignments/Assignment 2/sendToSamiamInfo.m | 0.89kB |

Assignments/Assignment 2/sendToSamiamInfoDecoupled.m | 1.13kB |

Assignments/Assignment 2/spinalMuscularAtrophyBayesNet.net | 4.23kB |

Assignments/Assignment 2/submit.m | 26.86kB |

Assignments/Assignment 2/submitWeb.m | 0.52kB |

Assignments/Assignment 3/AssignmentToIndex.m | 0.65kB |

Assignments/Assignment 3/BuildOCRNetwork.m | 3.35kB |

Assignments/Assignment 3/ChooseTopSimilarityFactors.m | 0.83kB |

Assignments/Assignment 3/ComputeAllSimilarityFactors.m | 0.67kB |

Assignments/Assignment 3/ComputeEqualPairwiseFactors.m | 0.65kB |

Assignments/Assignment 3/ComputeImageFactor.m | 0.70kB |

Assignments/Assignment 3/ComputePairwiseFactors.m | 0.91kB |

Assignments/Assignment 3/ComputeSimilarityFactor.m | 0.95kB |

Assignments/Assignment 3/ComputeSingletonFactors.m | 0.84kB |

Assignments/Assignment 3/ComputeTripletFactors.m | 1.03kB |

Assignments/Assignment 3/ComputeWordPredictions.m | 1.18kB |

Assignments/Assignment 3/GetValueOfAssignment.m | 0.84kB |

Assignments/Assignment 3/ImageSimilarity.m | 0.71kB |

Assignments/Assignment 3/IndexToAssignment.m | 0.59kB |

Assignments/Assignment 3/PA3Data.mat | 14.77kB |

Assignments/Assignment 3/PA3Description.pdf | 423.20kB |

Assignments/Assignment 3/PA3Models.mat | 54.91kB |

Assignments/Assignment 3/PA3SampleCases.mat | 76.08kB |

Assignments/Assignment 3/PA3TestCases.mat | 5.47kB |

Assignments/Assignment 3/RunInference.m | 1.77kB |

Assignments/Assignment 3/ScoreModel.m | 1.17kB |

Assignments/Assignment 3/ScorePredictions.m | 2.24kB |

Assignments/Assignment 3/SerializeFactorsFg.m | 1.24kB |

Assignments/Assignment 3/SetValueOfAssignment.m | 0.86kB |

Assignments/Assignment 3/VisualizeWord.m | 0.70kB |

Assignments/Assignment 3/inference/doinference-linux | 2.29MB |

Assignments/Assignment 3/inference/doinference-mac | 835.84kB |

Assignments/Assignment 3/inference/doinference.exe | 3.44MB |

Assignments/Assignment 3/inference/inference-src.zip | 2.23MB |

Assignments/Assignment 3/submit.m | 21.12kB |

Assignments/Assignment 3/submitWeb.m | 0.58kB |

Assignments/Assignment 4/Assignment 4.pdf | 431.40kB |

Assignments/Assignment 4/AssignmentToIndex.m | 0.62kB |

Assignments/Assignment 4/CliqueTreeCalibrate.m | 1.85kB |

Assignments/Assignment 4/ComputeExactMarginalsBP.m | 1.03kB |

Assignments/Assignment 4/ComputeInitialPotentials.m | 1.62kB |

Assignments/Assignment 4/ComputeJointDistribution.m | 1.27kB |

Assignments/Assignment 4/ComputeMarginal.m | 1.23kB |

Assignments/Assignment 4/CreateCliqueTree.m | 2.24kB |

Assignments/Assignment 4/DecodedMarginalsToChars.m | 0.22kB |

Assignments/Assignment 4/EliminateVar.m | 1.35kB |

Assignments/Assignment 4/FactorMarginalization.m | 1.69kB |

Assignments/Assignment 4/FactorMaxMarginalization.m | 1.73kB |

Assignments/Assignment 4/FactorProduct.m | 2.36kB |

Assignments/Assignment 4/GetNextCliques.m | 1.38kB |

Assignments/Assignment 4/GetValueOfAssignment.m | 0.84kB |

Assignments/Assignment 4/IndexToAssignment.m | 0.64kB |

Assignments/Assignment 4/MaxDecoding.m | 0.83kB |

Assignments/Assignment 4/ObserveEvidence.m | 2.19kB |

Assignments/Assignment 4/PA4Sample.mat | 220.45kB |

Assignments/Assignment 4/PA4Test.mat | 64.55kB |

Assignments/Assignment 4/PruneTree.m | 1.80kB |

Assignments/Assignment 4/SetValueOfAssignment.m | 1.18kB |

Assignments/Assignment 4/StandardizeFactors.m | 0.62kB |

Assignments/Assignment 4/submit.m | 28.92kB |

Assignments/Assignment 4/submitWeb.m | 0.58kB |

Assignments/Assignment 5/Assignment 5.pdf | 535.01kB |

Assignments/Assignment 5/AssignmentToIndex.m | 0.62kB |

Assignments/Assignment 5/BlockLogDistribution.m | 2.88kB |

Assignments/Assignment 5/CheckConvergence.m | 1.16kB |

Assignments/Assignment 5/ClusterGraphCalibrate.m | 3.44kB |

Assignments/Assignment 5/ComputeApproxMarginalsBP.m | 2.33kB |

Assignments/Assignment 5/ComputeInitialPotentials.m | 2.16kB |

Assignments/Assignment 5/ConstructRandNetwork.m | 1.91kB |

Assignments/Assignment 5/ConstructToyNetwork.m | 1.86kB |

Assignments/Assignment 5/CreateClusterGraph.m | 1.55kB |

Assignments/Assignment 5/EdgeToFactorCorrespondence.m | 0.48kB |

Assignments/Assignment 5/ExtractMarginalsFromSamples.m | 1.09kB |

Assignments/Assignment 5/FactorMarginalization.m | 1.75kB |

Assignments/Assignment 5/FactorProduct.m | 2.36kB |

Assignments/Assignment 5/GetNextClusters.m | 1.15kB |

Assignments/Assignment 5/GetValueOfAssignment.m | 0.84kB |

Assignments/Assignment 5/GibbsTrans.m | 1.02kB |

Assignments/Assignment 5/IndexToAssignment.m | 0.64kB |

Assignments/Assignment 5/LogProbOfJointAssignment.m | 0.34kB |

Assignments/Assignment 5/MCMCInference.m | 5.37kB |

Assignments/Assignment 5/MHGibbsTrans.m | 0.58kB |

Assignments/Assignment 5/MHSWTrans.m | 3.85kB |

Assignments/Assignment 5/MHUniformTrans.m | 0.79kB |

Assignments/Assignment 5/NaiveGetNextClusters.m | 1.21kB |

Assignments/Assignment 5/ObserveEvidence.m | 2.19kB |

Assignments/Assignment 5/SetValueOfAssignment.m | 0.86kB |

Assignments/Assignment 5/SmartGetNextClusters.m | 1.38kB |

Assignments/Assignment 5/TestToy.m | 1.69kB |

Assignments/Assignment 5/VariableToFactorCorrespondence.m | 0.26kB |

Assignments/Assignment 5/VisualizeMCMCMarginals.m | 2.55kB |

Assignments/Assignment 5/VisualizeToyImageMarginals.m | 0.37kB |

Assignments/Assignment 5/exampleIOPA5.mat | 44.69kB |

Assignments/Assignment 5/gaimc/scomponents.m | 2.49kB |

Assignments/Assignment 5/gaimc/sparse_to_csr.m | 2.30kB |

Assignments/Assignment 5/rand.m | 0.44kB |

Assignments/Assignment 5/randi.m | 0.83kB |

Assignments/Assignment 5/randsample.m | 1.54kB |

Assignments/Assignment 5/smooth.m | 0.43kB |

Assignments/Assignment 5/submit.m | 37.74kB |

Assignments/Assignment 5/submit_input.mat | 7.94kB |

Assignments/Assignment 6/Assignment 6.pdf | 467.24kB |

Assignments/Assignment 6/AssignmentToIndex.m | 0.62kB |

Assignments/Assignment 6/CPDFromFactor.m | 0.78kB |

Assignments/Assignment 6/CalculateExpectedUtilityFactor.m | 0.92kB |

Assignments/Assignment 6/EliminateVar.m | 1.45kB |

Assignments/Assignment 6/FactorMarginalization.m | 1.75kB |

Assignments/Assignment 6/FactorProduct.m | 2.36kB |

Assignments/Assignment 6/FullI.mat | 0.86kB |

Assignments/Assignment 6/GetValueOfAssignment.m | 0.84kB |

Assignments/Assignment 6/IndexToAssignment.m | 0.64kB |

Assignments/Assignment 6/MultipleUtilityI.mat | 0.90kB |

Assignments/Assignment 6/NormalizeCPDFactors.m | 0.85kB |

Assignments/Assignment 6/NormalizeFactorValues.m | 0.23kB |

Assignments/Assignment 6/ObserveEvidence.m | 2.32kB |

Assignments/Assignment 6/OptimizeLinearExpectations.m | 1.53kB |

Assignments/Assignment 6/OptimizeMEU.m | 1.29kB |

Assignments/Assignment 6/OptimizeWithJointUtility.m | 1.09kB |

Assignments/Assignment 6/PrintFactor.m | 0.53kB |

Assignments/Assignment 6/SetValueOfAssignment.m | 1.18kB |

Assignments/Assignment 6/SimpleCalcExpectedUtility.m | 1.08kB |

Assignments/Assignment 6/SimpleOptimizeMEU.m | 0.84kB |

Assignments/Assignment 6/TestCases.m | 4.91kB |

Assignments/Assignment 6/TestI0.mat | 0.86kB |

Assignments/Assignment 6/VariableElimination.m | 1.38kB |

Assignments/Assignment 6/submit.m | 29.00kB |

Assignments/Assignment 6/submitWeb.m | 0.58kB |

Assignments/Assignment 7/AssignmentToIndex.m | 0.61kB |

Assignments/Assignment 7/CliqueTreeCalibrate.m | 5.04kB |

Assignments/Assignment 7/ComputeConditionedSingletonFeatures.m | 1.00kB |

Assignments/Assignment 7/ComputeExactMarginalsBP.m | 2.26kB |

Assignments/Assignment 7/ComputeInitialPotentials.m | 3.60kB |

Assignments/Assignment 7/ComputeJointDistribution.m | 0.91kB |

Assignments/Assignment 7/ComputeMarginal.m | 0.97kB |

Assignments/Assignment 7/ComputeUnconditionedPairFeatures.m | 0.73kB |

Assignments/Assignment 7/ComputeUnconditionedSingletonFeatures.m | 0.61kB |

Assignments/Assignment 7/CreateCliqueTree.m | 2.12kB |

Assignments/Assignment 7/EliminateVar.m | 1.34kB |

Assignments/Assignment 7/EmptyFactorStruct.m | 0.18kB |

Assignments/Assignment 7/EmptyFeatureStruct.m | 0.20kB |

Assignments/Assignment 7/FactorMarginalization.m | 1.55kB |

Assignments/Assignment 7/FactorMaxMarginalization.m | 1.69kB |

Assignments/Assignment 7/FactorProduct.m | 2.16kB |

Assignments/Assignment 7/FactorSum.m | 2.21kB |

Assignments/Assignment 7/GenerateAllFeatures.m | 2.51kB |

Assignments/Assignment 7/GetNextCliques.m | 1.74kB |

Assignments/Assignment 7/GetValueOfAssignment.m | 0.83kB |

Assignments/Assignment 7/IndexToAssignment.m | 0.59kB |

Assignments/Assignment 7/InstanceNegLogLikelihood.m | 3.05kB |

Assignments/Assignment 7/LRAccuracy.m | 0.66kB |

Assignments/Assignment 7/LRCostSGD.m | 1.50kB |

Assignments/Assignment 7/LRPredict.m | 0.51kB |

Assignments/Assignment 7/LRSearchLambdaSGD.m | 1.10kB |

Assignments/Assignment 7/LRTrainSGD.m | 1.35kB |

Assignments/Assignment 7/MaxDecoding.m | 0.66kB |

Assignments/Assignment 7/NumParamsForConditionedFeatures.m | 0.32kB |

Assignments/Assignment 7/NumParamsForUnconditionedFeatures.m | 0.22kB |

Assignments/Assignment 7/ObserveEvidence.m | 1.91kB |

Assignments/Assignment 7/PA7Description.pdf | 498.81kB |

Assignments/Assignment 7/Part1Lambdas.mat | 0.22kB |

Assignments/Assignment 7/Part2FullDataset.mat | 7.36kB |

Assignments/Assignment 7/Part2LogZTest.mat | 8.72kB |

Assignments/Assignment 7/Part2Sample.mat | 86.72kB |

Assignments/Assignment 7/Part2Test.mat | 18.62kB |

Assignments/Assignment 7/PruneTree.m | 1.86kB |

Assignments/Assignment 7/SetValueOfAssignment.m | 0.86kB |

Assignments/Assignment 7/StochasticGradientDescent.m | 1.49kB |

Assignments/Assignment 7/Test1X.mat | 1.65kB |

Assignments/Assignment 7/Test1Y.mat | 0.18kB |

Assignments/Assignment 7/Train1X.mat | 3.89kB |

Assignments/Assignment 7/Train1Y.mat | 0.24kB |

Assignments/Assignment 7/Train2X.mat | 3.92kB |

Assignments/Assignment 7/Train2Y.mat | 0.24kB |

Assignments/Assignment 7/Validation1X.mat | 3.82kB |

Assignments/Assignment 7/Validation1Y.mat | 0.19kB |

Assignments/Assignment 7/Validation2X.mat | 3.82kB |

Assignments/Assignment 7/Validation2Y.mat | 0.19kB |

Assignments/Assignment 7/ValidationAccuracy.mat | 0.25kB |

Assignments/Assignment 7/VisualizeCharacters.m | 0.88kB |

Assignments/Assignment 7/sigmoid.m | 0.16kB |

Assignments/Assignment 7/submit.m | 20.97kB |

Assignments/Assignment 7/submitWeb.m | 0.58kB |

Assignments/Assignment 8/ClassifyDataset.m | 0.75kB |

Assignments/Assignment 8/ComputeLogLikelihood.m | 1.13kB |

Assignments/Assignment 8/ConvertAtoG.m | 0.50kB |

Assignments/Assignment 8/FitGaussianParameters.m | 0.29kB |

Assignments/Assignment 8/FitLinearGaussianParameters.m | 1.30kB |

Assignments/Assignment 8/GaussianMutualInformation.m | 0.44kB |

Assignments/Assignment 8/LearnCPDsGivenGraph.m | 1.00kB |

Assignments/Assignment 8/LearnGraphAndCPDs.m | 0.97kB |

Assignments/Assignment 8/LearnGraphStructure.m | 0.71kB |

Assignments/Assignment 8/MaxSpanningTree.m | 2.10kB |

Assignments/Assignment 8/PA8Data.mat | 195.99kB |

Assignments/Assignment 8/PA8Description.pdf | 387.30kB |

Assignments/Assignment 8/PA8SampleCases.mat | 294.62kB |

Assignments/Assignment 8/SampleGaussian.m | 0.23kB |

Assignments/Assignment 8/SampleMultinomial.m | 0.30kB |

Assignments/Assignment 8/SamplePose.m | 3.30kB |

Assignments/Assignment 8/ShowPose.m | 1.43kB |

Assignments/Assignment 8/VisualizeDataset.m | 0.32kB |

Assignments/Assignment 8/VisualizeModels.m | 0.63kB |

Assignments/Assignment 8/func_DrawLine.m | 3.03kB |

Assignments/Assignment 8/lognormpdf.m | 0.16kB |

Assignments/Assignment 8/submit.m | 24.47kB |

Assignments/Assignment 8/submitWeb.m | 0.58kB |

Assignments/Assignment 8/submit_input.mat | 464.02kB |

Assignments/Assignment 9/AssignmentToIndex.m | 0.61kB |

Assignments/Assignment 9/CliqueTreeCalibrate.m | 3.20kB |

Assignments/Assignment 9/ComputeExactMarginalsHMM.m | 1.61kB |

Assignments/Assignment 9/CreateCliqueTreeHMM.m | 2.42kB |

Assignments/Assignment 9/EM_HMM.m | 4.69kB |

Assignments/Assignment 9/EM_cluster.m | 3.27kB |

Assignments/Assignment 9/FactorMarginalization.m | 0.82kB |

Assignments/Assignment 9/FitG.m | 0.35kB |

Assignments/Assignment 9/FitLG.m | 1.65kB |

Assignments/Assignment 9/IndexToAssignment.m | 0.59kB |

Assignments/Assignment 9/PA9Data.mat | 2.71MB |

Assignments/Assignment 9/PA9Description.pdf | 1.01MB |

Assignments/Assignment 9/PA9SampleCases.mat | 1.07MB |

Assignments/Assignment 9/RecognizeActions.m | 1.45kB |

Assignments/Assignment 9/RecognizeUnknownActions.m | 0.26kB |

Assignments/Assignment 9/SavePredictions.m | 0.58kB |

Assignments/Assignment 9/ShowPose.m | 1.42kB |

Assignments/Assignment 9/VisualizeDataset.m | 0.24kB |

Assignments/Assignment 9/YourMethod.txt | 0.07kB |

Assignments/Assignment 9/func_DrawLine.m | 3.03kB |

Assignments/Assignment 9/lognormpdf.m | 0.56kB |

Assignments/Assignment 9/logsumexp.m | 0.34kB |

Assignments/Assignment 9/submit.m | 22.61kB |

Assignments/Assignment 9/submitWeb.m | 0.58kB |

Assignments/Assignment 9/submit_input.mat | 861.71kB |

Lectures/Week 1 - 01 Introduction and Overview/01_Welcome_05-35.mp4 | 7.45MB |

Lectures/Week 1 - 01 Introduction and Overview/01_Welcome_05-35.srt | 10.31kB |

Lectures/Week 1 - 01 Introduction and Overview/01_Welcome_05-35.txt | 6.20kB |

Lectures/Week 1 - 01 Introduction and Overview/02_Overview_and_Motivation_19-17.mp4 | 24.11MB |

Lectures/Week 1 - 01 Introduction and Overview/02_Overview_and_Motivation_19-17.srt | 25.30kB |

Lectures/Week 1 - 01 Introduction and Overview/02_Overview_and_Motivation_19-17.txt | 17.24kB |

Lectures/Week 1 - 01 Introduction and Overview/03_Distributions_04-56.mp4 | 6.07MB |

Lectures/Week 1 - 01 Introduction and Overview/03_Distributions_04-56.srt | 7.05kB |

Lectures/Week 1 - 01 Introduction and Overview/03_Distributions_04-56.txt | 4.84kB |

Lectures/Week 1 - 01 Introduction and Overview/04_Factors_06-40.mp4 | 7.72MB |

Lectures/Week 1 - 01 Introduction and Overview/04_Factors_06-40.srt | 8.69kB |

Lectures/Week 1 - 01 Introduction and Overview/04_Factors_06-40.txt | 5.97kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/01_Semantics__Factorization_17-20.mp4 | 20.50MB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/01_Semantics__Factorization_17-20.srt | 21.63kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/01_Semantics__Factorization_17-20.txt | 14.79kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/02_Reasoning_Patterns_09-59.mp4 | 11.31MB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/02_Reasoning_Patterns_09-59.srt | 12.15kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/02_Reasoning_Patterns_09-59.txt | 8.31kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/03_Flow_of_Probabilistic_Influence_14-36.mp4 | 16.21MB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/03_Flow_of_Probabilistic_Influence_14-36.srt | 15.83kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/03_Flow_of_Probabilistic_Influence_14-36.txt | 10.85kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/04_Conditional_Independence_12-38.mp4 | 16.26MB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/04_Conditional_Independence_12-38.srt | 15.34kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/04_Conditional_Independence_12-38.txt | 10.48kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/05_Independencies_in_Bayesian_Networks_18-18.mp4 | 22.58MB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/05_Independencies_in_Bayesian_Networks_18-18.srt | 23.48kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/05_Independencies_in_Bayesian_Networks_18-18.txt | 16.03kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/06_Naive_Bayes_09-52.mp4 | 11.14MB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/06_Naive_Bayes_09-52.srt | 11.40kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/06_Naive_Bayes_09-52.txt | 7.82kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/07_Application_-_Medical_Diagnosis_09-19.mp4 | 12.07MB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/07_Application_-_Medical_Diagnosis_09-19.srt | 12.35kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/07_Application_-_Medical_Diagnosis_09-19.txt | 8.47kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/08_Knowledge_Engineering_Example_-_SAMIAM_14-14.mp4 | 13.38MB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/08_Knowledge_Engineering_Example_-_SAMIAM_14-14.srt | 23.59kB |

Lectures/Week 1 - 02 Bayesian Network Fundamentals/08_Knowledge_Engineering_Example_-_SAMIAM_14-14.txt | 12.79kB |

Lectures/Week 1 - 03 Template Models/01_Overview_of_Template_Models_10-55.mp4 | 12.13MB |

Lectures/Week 1 - 03 Template Models/01_Overview_of_Template_Models_10-55.srt | 12.99kB |

Lectures/Week 1 - 03 Template Models/01_Overview_of_Template_Models_10-55.txt | 8.88kB |

Lectures/Week 1 - 03 Template Models/02_Temporal_Models_-_DBNs_23-02.mp4 | 27.33MB |

Lectures/Week 1 - 03 Template Models/02_Temporal_Models_-_DBNs_23-02.srt | 26.97kB |

Lectures/Week 1 - 03 Template Models/02_Temporal_Models_-_DBNs_23-02.txt | 18.45kB |

Lectures/Week 1 - 03 Template Models/03_Temporal_Models_-_HMMs_12-01.mp4 | 14.24MB |

Lectures/Week 1 - 03 Template Models/03_Temporal_Models_-_HMMs_12-01.srt | 15.47kB |

Lectures/Week 1 - 03 Template Models/03_Temporal_Models_-_HMMs_12-01.txt | 10.57kB |

Lectures/Week 1 - 03 Template Models/04_Plate_Models_20-08.mp4 | 23.57MB |

Lectures/Week 1 - 03 Template Models/04_Plate_Models_20-08.srt | 24.04kB |

Lectures/Week 1 - 03 Template Models/04_Plate_Models_20-08.txt | 16.40kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/01_Basic_Operations_13-59.mp4 | 18.58MB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/01_Basic_Operations_13-59.srt | 16.80kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/01_Basic_Operations_13-59.txt | 11.51kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/02_Moving_Data_Around_16-07.mp4 | 21.78MB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/02_Moving_Data_Around_16-07.srt | 19.02kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/02_Moving_Data_Around_16-07.txt | 13.05kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/03_Computing_On_Data_13-15.mp4 | 15.99MB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/03_Computing_On_Data_13-15.srt | 16.30kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/03_Computing_On_Data_13-15.txt | 11.20kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/04_Plotting_Data_09-38.mp4 | 13.97MB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/04_Plotting_Data_09-38.srt | 11.49kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/04_Plotting_Data_09-38.txt | 7.91kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/05_Control_Statements-_for_while_if_statements_12-55.mp4 | 17.29MB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/05_Control_Statements-_for_while_if_statements_12-55.srt | 15.45kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/05_Control_Statements-_for_while_if_statements_12-55.txt | 10.62kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/06_Vectorization_13-48.mp4 | 16.87MB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/06_Vectorization_13-48.srt | 17.06kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/06_Vectorization_13-48.txt | 11.70kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/07_Working_on_and_Submitting_Programming_Exercises_03-33.mp4 | 5.73MB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/07_Working_on_and_Submitting_Programming_Exercises_03-33.srt | 4.63kB |

Lectures/Week 1 - 04 ML-class Octave Tutorial/07_Working_on_and_Submitting_Programming_Exercises_03-33.txt | 3.19kB |

Lectures/Week 2 - 05 Structured CPDs/01_Overview-_Structured_CPDs_08-00.mp4 | 10.12MB |

Lectures/Week 2 - 05 Structured CPDs/01_Overview-_Structured_CPDs_08-00.srt | 10.22kB |

Lectures/Week 2 - 05 Structured CPDs/01_Overview-_Structured_CPDs_08-00.txt | 6.98kB |

Lectures/Week 2 - 05 Structured CPDs/02_Tree-Structured_CPDs_14-37.mp4 | 16.81MB |

Lectures/Week 2 - 05 Structured CPDs/02_Tree-Structured_CPDs_14-37.srt | 17.21kB |

Lectures/Week 2 - 05 Structured CPDs/02_Tree-Structured_CPDs_14-37.txt | 11.77kB |

Lectures/Week 2 - 05 Structured CPDs/03_Independence_of_Causal_Influence_13-08.mp4 | 16.62MB |

Lectures/Week 2 - 05 Structured CPDs/03_Independence_of_Causal_Influence_13-08.srt | 14.23kB |

Lectures/Week 2 - 05 Structured CPDs/03_Independence_of_Causal_Influence_13-08.txt | 9.74kB |

Lectures/Week 2 - 05 Structured CPDs/04_Continuous_Variables_13-25.mp4 | 16.07MB |

Lectures/Week 2 - 05 Structured CPDs/04_Continuous_Variables_13-25.srt | 14.90kB |

Lectures/Week 2 - 05 Structured CPDs/04_Continuous_Variables_13-25.txt | 10.18kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/01_Pairwise_Markov_Networks_10-59.mp4 | 13.16MB |

Lectures/Week 2 - 06 Markov Network Fundamentals/01_Pairwise_Markov_Networks_10-59.srt | 13.82kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/01_Pairwise_Markov_Networks_10-59.txt | 9.48kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/02_General_Gibbs_Distribution_15-52.mp4 | 19.85MB |

Lectures/Week 2 - 06 Markov Network Fundamentals/02_General_Gibbs_Distribution_15-52.srt | 16.60kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/02_General_Gibbs_Distribution_15-52.txt | 11.31kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/03_Conditional_Random_Fields_22-22.mp4 | 26.27MB |

Lectures/Week 2 - 06 Markov Network Fundamentals/03_Conditional_Random_Fields_22-22.srt | 23.96kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/03_Conditional_Random_Fields_22-22.txt | 16.39kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/04_Independencies_in_Markov_Networks_04-48.mp4 | 6.12MB |

Lectures/Week 2 - 06 Markov Network Fundamentals/04_Independencies_in_Markov_Networks_04-48.srt | 5.49kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/04_Independencies_in_Markov_Networks_04-48.txt | 3.76kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/05_I-maps_and_perfect_maps_20-59.mp4 | 23.48MB |

Lectures/Week 2 - 06 Markov Network Fundamentals/05_I-maps_and_perfect_maps_20-59.srt | 22.86kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/05_I-maps_and_perfect_maps_20-59.txt | 15.56kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/06_Log-Linear_Models_22-08.mp4 | 27.01MB |

Lectures/Week 2 - 06 Markov Network Fundamentals/06_Log-Linear_Models_22-08.srt | 27.39kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/06_Log-Linear_Models_22-08.txt | 16.98kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/07_Shared_Features_in_Log-Linear_Models_08-28.mp4 | 10.50MB |

Lectures/Week 2 - 06 Markov Network Fundamentals/07_Shared_Features_in_Log-Linear_Models_08-28.srt | 9.24kB |

Lectures/Week 2 - 06 Markov Network Fundamentals/07_Shared_Features_in_Log-Linear_Models_08-28.txt | 6.37kB |

Lectures/Week 3 - 07 Representation Wrapup-Knowledge Engineering/01_Knowledge_Engineering_23-05.mp4 | 25.84MB |

Lectures/Week 3 - 07 Representation Wrapup-Knowledge Engineering/01_Knowledge_Engineering_23-05.srt | 28.87kB |

Lectures/Week 3 - 07 Representation Wrapup-Knowledge Engineering/01_Knowledge_Engineering_23-05.txt | 18.72kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/01_Overview-_Conditional_Probability_Queries_15-22.mp4 | 9.45MB |

Lectures/Week 3 - 08 Inference-Variable Elimination/01_Overview-_Conditional_Probability_Queries_15-22.srt | 17.86kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/01_Overview-_Conditional_Probability_Queries_15-22.txt | 12.19kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/02_Overview-_MAP_Inference_09-42.mp4 | 6.16MB |

Lectures/Week 3 - 08 Inference-Variable Elimination/02_Overview-_MAP_Inference_09-42.srt | 11.43kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/02_Overview-_MAP_Inference_09-42.txt | 7.86kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/03_Variable_Elimination_Algorithm_16-17.mp4 | 11.64MB |

Lectures/Week 3 - 08 Inference-Variable Elimination/03_Variable_Elimination_Algorithm_16-17.srt | 17.93kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/03_Variable_Elimination_Algorithm_16-17.txt | 12.26kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/04_Complexity_of_Variable_Elimination_12-48.mp4 | 15.42MB |

Lectures/Week 3 - 08 Inference-Variable Elimination/04_Complexity_of_Variable_Elimination_12-48.srt | 13.16kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/04_Complexity_of_Variable_Elimination_12-48.txt | 9.06kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/05_Graph-Based_Perspective_on_Variable_Elimination_15-25.mp4 | 10.01MB |

Lectures/Week 3 - 08 Inference-Variable Elimination/05_Graph-Based_Perspective_on_Variable_Elimination_15-25.srt | 15.17kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/05_Graph-Based_Perspective_on_Variable_Elimination_15-25.txt | 10.38kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/06_Finding_Elimination_Orderings_11-58.mp4 | 9.20MB |

Lectures/Week 3 - 08 Inference-Variable Elimination/06_Finding_Elimination_Orderings_11-58.srt | 14.44kB |

Lectures/Week 3 - 08 Inference-Variable Elimination/06_Finding_Elimination_Orderings_11-58.txt | 9.91kB |

Lectures/Week 3 - 09 Inference-Belief Propagation Part 1/01_Belief_Propagation_21-21.mp4 | 13.90MB |

Lectures/Week 3 - 09 Inference-Belief Propagation Part 1/01_Belief_Propagation_21-21.srt | 24.41kB |

Lectures/Week 3 - 09 Inference-Belief Propagation Part 1/01_Belief_Propagation_21-21.txt | 16.69kB |

Lectures/Week 3 - 09 Inference-Belief Propagation Part 1/02_Properties_of_Cluster_Graphs_15-00.mp4 | 10.20MB |

Lectures/Week 3 - 09 Inference-Belief Propagation Part 1/02_Properties_of_Cluster_Graphs_15-00.srt | 16.90kB |

Lectures/Week 3 - 09 Inference-Belief Propagation Part 1/02_Properties_of_Cluster_Graphs_15-00.txt | 11.58kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/01_Properties_of_Belief_Propagation_9-31.mp4 | 6.03MB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/01_Properties_of_Belief_Propagation_9-31.srt | 10.70kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/01_Properties_of_Belief_Propagation_9-31.txt | 7.34kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/02_Clique_Tree_Algorithm_-_Correctness_18-23.mp4 | 10.99MB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/02_Clique_Tree_Algorithm_-_Correctness_18-23.srt | 20.57kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/02_Clique_Tree_Algorithm_-_Correctness_18-23.txt | 14.03kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/03_Clique_Tree_Algorithm_-_Computation_16-18.mp4 | 9.14MB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/03_Clique_Tree_Algorithm_-_Computation_16-18.srt | 16.48kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/03_Clique_Tree_Algorithm_-_Computation_16-18.txt | 11.27kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/04_Clique_Trees_and_Independence_15-21.mp4 | 9.99MB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/04_Clique_Trees_and_Independence_15-21.srt | 17.33kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/04_Clique_Trees_and_Independence_15-21.txt | 11.86kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/05_Clique_Trees_and_VE_16-17.mp4 | 11.07MB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/05_Clique_Trees_and_VE_16-17.srt | 18.12kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/05_Clique_Trees_and_VE_16-17.txt | 12.42kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/06_BP_In_Practice_15-38.mp4 | 9.65MB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/06_BP_In_Practice_15-38.srt | 17.71kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/06_BP_In_Practice_15-38.txt | 12.12kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/07_Loopy_BP_and_Message_Decoding_21-42.mp4 | 13.79MB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/07_Loopy_BP_and_Message_Decoding_21-42.srt | 27.17kB |

Lectures/Week 4 - 10 Inference-Belief Propagation Part 2/07_Loopy_BP_and_Message_Decoding_21-42.txt | 18.58kB |

Lectures/Week 4 - 11 Inference-MAP Estimation Part 1/01_Max_Sum_Message_Passing_20-27.mp4 | 13.26MB |

Lectures/Week 4 - 11 Inference-MAP Estimation Part 1/01_Max_Sum_Message_Passing_20-27.srt | 22.79kB |

Lectures/Week 4 - 11 Inference-MAP Estimation Part 1/01_Max_Sum_Message_Passing_20-27.txt | 15.61kB |

Lectures/Week 4 - 11 Inference-MAP Estimation Part 1/02_Finding_a_MAP_Assignment_3-57.mp4 | 2.80MB |

Lectures/Week 4 - 11 Inference-MAP Estimation Part 1/02_Finding_a_MAP_Assignment_3-57.srt | 5.24kB |

Lectures/Week 4 - 11 Inference-MAP Estimation Part 1/02_Finding_a_MAP_Assignment_3-57.txt | 3.58kB |

Lectures/Week 5 - 12 Inference- MAP Estimation Part 2/01_Tractable_MAP_Problems_15-04.mp4 | 10.16MB |

Lectures/Week 5 - 12 Inference- MAP Estimation Part 2/01_Tractable_MAP_Problems_15-04.srt | 19.39kB |

Lectures/Week 5 - 12 Inference- MAP Estimation Part 2/01_Tractable_MAP_Problems_15-04.txt | 13.23kB |

Lectures/Week 5 - 12 Inference- MAP Estimation Part 2/02_Dual_Decomposition_-_Intuition_17-46.mp4 | 11.74MB |

Lectures/Week 5 - 12 Inference- MAP Estimation Part 2/02_Dual_Decomposition_-_Intuition_17-46.srt | 20.04kB |

Lectures/Week 5 - 12 Inference- MAP Estimation Part 2/02_Dual_Decomposition_-_Intuition_17-46.txt | 13.77kB |

Lectures/Week 5 - 12 Inference- MAP Estimation Part 2/03_Dual_Decomposition_-_Algorithm_16-16.mp4 | 10.21MB |

Lectures/Week 5 - 12 Inference- MAP Estimation Part 2/03_Dual_Decomposition_-_Algorithm_16-16.srt | 18.89kB |

Lectures/Week 5 - 12 Inference- MAP Estimation Part 2/03_Dual_Decomposition_-_Algorithm_16-16.txt | 12.92kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/01_Simple_Sampling_23-37.mp4 | 14.45MB |

Lectures/Week 5 - 13 Inference- Sampling Methods/01_Simple_Sampling_23-37.srt | 26.84kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/01_Simple_Sampling_23-37.txt | 18.36kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/02_Markov_Chain_Monte_Carlo_14-18.mp4 | 9.66MB |

Lectures/Week 5 - 13 Inference- Sampling Methods/02_Markov_Chain_Monte_Carlo_14-18.srt | 17.41kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/02_Markov_Chain_Monte_Carlo_14-18.txt | 11.90kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/03_Using_a_Markov_Chain_15-27.mp4 | 9.99MB |

Lectures/Week 5 - 13 Inference- Sampling Methods/03_Using_a_Markov_Chain_15-27.srt | 18.31kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/03_Using_a_Markov_Chain_15-27.txt | 12.53kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/04_Gibbs_Sampling_19-26.mp4 | 13.11MB |

Lectures/Week 5 - 13 Inference- Sampling Methods/04_Gibbs_Sampling_19-26.srt | 20.03kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/04_Gibbs_Sampling_19-26.txt | 13.72kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/05_Metropolis_Hastings_Algorithm_27-06.mp4 | 17.73MB |

Lectures/Week 5 - 13 Inference- Sampling Methods/05_Metropolis_Hastings_Algorithm_27-06.srt | 33.24kB |

Lectures/Week 5 - 13 Inference- Sampling Methods/05_Metropolis_Hastings_Algorithm_27-06.txt | 22.71kB |

Lectures/Week 6 - 14 Inference- Temporal Models and Wrap-up/01_Inference_in_Temporal_Models_19-43.mp4 | 24.44MB |

Lectures/Week 6 - 14 Inference- Temporal Models and Wrap-up/01_Inference_in_Temporal_Models_19-43.srt | 25.35kB |

Lectures/Week 6 - 14 Inference- Temporal Models and Wrap-up/01_Inference_in_Temporal_Models_19-43.txt | 17.33kB |

Lectures/Week 6 - 14 Inference- Temporal Models and Wrap-up/02_Inference-_Summary_12-45.mp4 | 14.84MB |

Lectures/Week 6 - 14 Inference- Temporal Models and Wrap-up/02_Inference-_Summary_12-45.srt | 16.75kB |

Lectures/Week 6 - 14 Inference- Temporal Models and Wrap-up/02_Inference-_Summary_12-45.txt | 11.42kB |

Lectures/Week 6 - 15 Decision Theory/01_Maximum_Expected_Utility_25-57.mp4 | 30.40MB |

Lectures/Week 6 - 15 Decision Theory/01_Maximum_Expected_Utility_25-57.srt | 30.57kB |

Lectures/Week 6 - 15 Decision Theory/01_Maximum_Expected_Utility_25-57.txt | 20.87kB |

Lectures/Week 6 - 15 Decision Theory/02_Utility_Functions_18-15.mp4 | 20.64MB |

Lectures/Week 6 - 15 Decision Theory/02_Utility_Functions_18-15.srt | 21.52kB |

Lectures/Week 6 - 15 Decision Theory/02_Utility_Functions_18-15.txt | 14.71kB |

Lectures/Week 6 - 15 Decision Theory/03_Value_of_Perfect_Information_17-14.mp4 | 20.22MB |

Lectures/Week 6 - 15 Decision Theory/03_Value_of_Perfect_Information_17-14.srt | 22.16kB |

Lectures/Week 6 - 15 Decision Theory/03_Value_of_Perfect_Information_17-14.txt | 15.31kB |

Lectures/Week 6 - 16 ML-class Revision/01_Regularization-_The_Problem_of_Overfitting_09-42.mp4 | 11.69MB |

Lectures/Week 6 - 16 ML-class Revision/01_Regularization-_The_Problem_of_Overfitting_09-42.srt | 13.22kB |

Lectures/Week 6 - 16 ML-class Revision/01_Regularization-_The_Problem_of_Overfitting_09-42.txt | 9.00kB |

Lectures/Week 6 - 16 ML-class Revision/02_Regularization-_Cost_Function_10-10.mp4 | 12.19MB |

Lectures/Week 6 - 16 ML-class Revision/02_Regularization-_Cost_Function_10-10.srt | 13.10kB |

Lectures/Week 6 - 16 ML-class Revision/02_Regularization-_Cost_Function_10-10.txt | 8.76kB |

Lectures/Week 6 - 16 ML-class Revision/03_Evaluating_a_Hypothesis_07-35.mp4 | 8.90MB |

Lectures/Week 6 - 16 ML-class Revision/03_Evaluating_a_Hypothesis_07-35.srt | 9.32kB |

Lectures/Week 6 - 16 ML-class Revision/03_Evaluating_a_Hypothesis_07-35.txt | 6.41kB |

Lectures/Week 6 - 16 ML-class Revision/04_Model_Selection_and_Train_Validation_Test_Sets_12-03.mp4 | 14.75MB |

Lectures/Week 6 - 16 ML-class Revision/04_Model_Selection_and_Train_Validation_Test_Sets_12-03.srt | 16.42kB |

Lectures/Week 6 - 16 ML-class Revision/04_Model_Selection_and_Train_Validation_Test_Sets_12-03.txt | 11.24kB |

Lectures/Week 6 - 16 ML-class Revision/05_Diagnosing_Bias_vs_Variance_07-42.mp4 | 9.41MB |

Lectures/Week 6 - 16 ML-class Revision/05_Diagnosing_Bias_vs_Variance_07-42.srt | 10.69kB |

Lectures/Week 6 - 16 ML-class Revision/05_Diagnosing_Bias_vs_Variance_07-42.txt | 7.34kB |

Lectures/Week 6 - 16 ML-class Revision/06_Regularization_and_Bias_Variance_11-20.mp4 | 13.21MB |

Lectures/Week 6 - 16 ML-class Revision/06_Regularization_and_Bias_Variance_11-20.srt | 15.19kB |

Lectures/Week 6 - 16 ML-class Revision/06_Regularization_and_Bias_Variance_11-20.txt | 10.40kB |

Lectures/Week 6 - 17 Learning-Overview/01_Learning-_Overview_15-35.mp4 | 18.36MB |

Lectures/Week 6 - 17 Learning-Overview/01_Learning-_Overview_15-35.srt | 19.96kB |

Lectures/Week 6 - 17 Learning-Overview/01_Learning-_Overview_15-35.txt | 13.65kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/01_Maximum_Likelihood_Estimation_14-59.mp4 | 15.88MB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/01_Maximum_Likelihood_Estimation_14-59.srt | 15.77kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/01_Maximum_Likelihood_Estimation_14-59.txt | 10.86kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/02_Maximum_Likelihood_Estimation_for_Bayesian_Networks_15-49.mp4 | 18.58MB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/02_Maximum_Likelihood_Estimation_for_Bayesian_Networks_15-49.srt | 17.15kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/02_Maximum_Likelihood_Estimation_for_Bayesian_Networks_15-49.txt | 11.71kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/03_Bayesian_Estimation_15-27.mp4 | 19.57MB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/03_Bayesian_Estimation_15-27.srt | 18.15kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/03_Bayesian_Estimation_15-27.txt | 12.41kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/04_Bayesian_Prediction_13-40.mp4 | 17.00MB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/04_Bayesian_Prediction_13-40.srt | 15.36kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/04_Bayesian_Prediction_13-40.txt | 10.49kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/05_Bayesian_Estimation_for_Bayesian_Networks_17-02.mp4 | 22.18MB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/05_Bayesian_Estimation_for_Bayesian_Networks_17-02.srt | 19.36kB |

Lectures/Week 7 - 18 Learning- Parameter Estimation in BNs/05_Bayesian_Estimation_for_Bayesian_Networks_17-02.txt | 13.27kB |

Lectures/Week 7 - 19 Learning- Parameter Estimation in MNs/01_Maximum_Likelihood_for_Log-Linear_Models_28-47.mp4 | 36.28MB |

Lectures/Week 7 - 19 Learning- Parameter Estimation in MNs/01_Maximum_Likelihood_for_Log-Linear_Models_28-47.srt | 31.67kB |

Lectures/Week 7 - 19 Learning- Parameter Estimation in MNs/01_Maximum_Likelihood_for_Log-Linear_Models_28-47.txt | 21.64kB |

Lectures/Week 7 - 19 Learning- Parameter Estimation in MNs/02_Maximum_Likelihood_for_Conditional_Random_Fields_13-24.mp4 | 15.83MB |

Lectures/Week 7 - 19 Learning- Parameter Estimation in MNs/02_Maximum_Likelihood_for_Conditional_Random_Fields_13-24.srt | 16.14kB |

Lectures/Week 7 - 19 Learning- Parameter Estimation in MNs/02_Maximum_Likelihood_for_Conditional_Random_Fields_13-24.txt | 11.05kB |

Lectures/Week 7 - 19 Learning- Parameter Estimation in MNs/03_MAP_Estimation_for_MRFs_and_CRFs_9-59.mp4 | 11.84MB |

Lectures/Week 7 - 19 Learning- Parameter Estimation in MNs/03_MAP_Estimation_for_MRFs_and_CRFs_9-59.srt | 12.67kB |

Lectures/Week 7 - 19 Learning- Parameter Estimation in MNs/03_MAP_Estimation_for_MRFs_and_CRFs_9-59.txt | 8.67kB |

Lectures/Week 8 - 20 Structure Learning/01_Structure_Learning_Overview_5-49.mp4 | 6.98MB |

Lectures/Week 8 - 20 Structure Learning/01_Structure_Learning_Overview_5-49.srt | 8.01kB |

Lectures/Week 8 - 20 Structure Learning/01_Structure_Learning_Overview_5-49.txt | 5.47kB |

Lectures/Week 8 - 20 Structure Learning/02_Likelihood_Scores_16-49.mp4 | 19.64MB |

Lectures/Week 8 - 20 Structure Learning/02_Likelihood_Scores_16-49.srt | 19.29kB |

Lectures/Week 8 - 20 Structure Learning/02_Likelihood_Scores_16-49.txt | 13.21kB |

Lectures/Week 8 - 20 Structure Learning/03_BIC_and_Asymptotic_Consistency_11-26.mp4 | 13.14MB |

Lectures/Week 8 - 20 Structure Learning/03_BIC_and_Asymptotic_Consistency_11-26.srt | 13.91kB |

Lectures/Week 8 - 20 Structure Learning/03_BIC_and_Asymptotic_Consistency_11-26.txt | 9.54kB |

Lectures/Week 8 - 20 Structure Learning/04_Bayesian_Scores_20-35.mp4 | 23.72MB |

Lectures/Week 8 - 20 Structure Learning/04_Bayesian_Scores_20-35.srt | 24.41kB |

Lectures/Week 8 - 20 Structure Learning/04_Bayesian_Scores_20-35.txt | 16.65kB |

Lectures/Week 8 - 20 Structure Learning/05_Learning_Tree_Structured_Networks_12-05.mp4 | 15.16MB |

Lectures/Week 8 - 20 Structure Learning/05_Learning_Tree_Structured_Networks_12-05.srt | 14.26kB |

Lectures/Week 8 - 20 Structure Learning/05_Learning_Tree_Structured_Networks_12-05.txt | 9.78kB |

Lectures/Week 8 - 20 Structure Learning/06_Learning_General_Graphs-_Heuristic_Search_23-36.mp4 | 28.07MB |

Lectures/Week 8 - 20 Structure Learning/06_Learning_General_Graphs-_Heuristic_Search_23-36.srt | 30.97kB |

Lectures/Week 8 - 20 Structure Learning/06_Learning_General_Graphs-_Heuristic_Search_23-36.txt | 21.16kB |

Lectures/Week 8 - 20 Structure Learning/07_Learning_General_Graphs-_Search_and_Decomposability_15-46.mp4 | 18.49MB |

Lectures/Week 9 - 21 Learning With Incomplete Data/01_Learning_With_Incomplete_Data_-_Overview_21-34.mp4 | 26.07MB |

Lectures/Week 9 - 21 Learning With Incomplete Data/01_Learning_With_Incomplete_Data_-_Overview_21-34.srt | 25.14kB |

Lectures/Week 9 - 21 Learning With Incomplete Data/01_Learning_With_Incomplete_Data_-_Overview_21-34.txt | 17.23kB |

Lectures/Week 9 - 21 Learning With Incomplete Data/02_Expectation_Maximization_-_Intro_16-17.mp4 | 18.94MB |

Lectures/Week 9 - 21 Learning With Incomplete Data/02_Expectation_Maximization_-_Intro_16-17.srt | 20.53kB |

Lectures/Week 9 - 21 Learning With Incomplete Data/02_Expectation_Maximization_-_Intro_16-17.txt | 14.07kB |

Lectures/Week 9 - 21 Learning With Incomplete Data/03_Analysis_of_EM_Algorithm_11-32.mp4 | 13.51MB |

Lectures/Week 9 - 21 Learning With Incomplete Data/03_Analysis_of_EM_Algorithm_11-32.srt | 13.43kB |

Lectures/Week 9 - 21 Learning With Incomplete Data/03_Analysis_of_EM_Algorithm_11-32.txt | 9.21kB |

Lectures/Week 9 - 21 Learning With Incomplete Data/04_EM_in_Practice_11-17.mp4 | 13.30MB |

Lectures/Week 9 - 21 Learning With Incomplete Data/04_EM_in_Practice_11-17.srt | 15.49kB |

Lectures/Week 9 - 21 Learning With Incomplete Data/04_EM_in_Practice_11-17.txt | 10.58kB |

Lectures/Week 9 - 21 Learning With Incomplete Data/05_Latent_Variables_22-00.mp4 | 28.00MB |

Lectures/Week 9 - 21 Learning With Incomplete Data/05_Latent_Variables_22-00.srt | 25.88kB |

Lectures/Week 9 - 21 Learning With Incomplete Data/05_Latent_Variables_22-00.txt | 17.71kB |

Lectures/Week 9 - 22 Learning- Wrapup/01_Summary-_Learning_20-11.mp4 | 26.94MB |

Lectures/Week 9 - 23 Summary/01_Class_Summary_24-38.mp4 | 33.78MB |