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| 01 Introduction/001 Welcome.mp4 | 14.05 MB |
| 01 Introduction/002 Introduction.mp4 | 10.63 MB |
| 01 Introduction/003 Getting started.mp4 | 20.82 MB |
| 01 Introduction/attached files/003 Ex-Files-MachineLearning-Trees.zip | 76.06 kB |
| 02 Decision Trees in IBM SPSS Modeler/004 Decision tree options in SPSS Modeler.mp4 | 30.28 MB |
| 02 Decision Trees in IBM SPSS Modeler/005 Building CHAID model and add a second model with CRT.mp4 | 64.14 MB |
| 02 Decision Trees in IBM SPSS Modeler/006 Analysis nodes.mp4 | 26.75 MB |
| 02 Decision Trees in IBM SPSS Modeler/007 Lift and gains chart.mp4 | 38.83 MB |
| 03 CHAID/008 Whats an algorithm.mp4 | 17.00 MB |
| 03 CHAID/009 Chi-squared.mp4 | 28.83 MB |
| 03 CHAID/010 Buliding a tree interactively.mp4 | 30.21 MB |
| 03 CHAID/011 Bonferonni adjustment and level of measurement.mp4 | 64.60 MB |
| 03 CHAID/012 CHAID.mp4 | 92.40 MB |
| 04 CRT/013 Gini coefficient.mp4 | 21.30 MB |
| 04 CRT/014 Understanding CRT.mp4 | 83.97 MB |
| 04 CRT/015 The complete CRT tree.mp4 | 26.63 MB |
| 04 CRT/016 Stopping rules in CHAID and CRT.mp4 | 47.22 MB |
| 04 CRT/017 Improving your model.mp4 | 60.96 MB |
| 05 QUEST/018 Understanding QUEST.mp4 | 6.59 MB |
| 05 QUEST/019 How QUEST handles variables.mp4 | 72.22 MB |
| 05 QUEST/020 How QUEST handles missing data.mp4 | 26.51 MB |
| 05 QUEST/021 Pruning and stopping rules in QUEST.mp4 | 44.93 MB |
| 05 QUEST/attached files/018 Ex-Files-ML-Adv-DecisionTrees.zip | 873.26 kB |
| 06 C5.0/022 ID3 and C4.5.mp4 | 16.10 MB |
| 06 C5.0/023 Winnowing attributes and rule sets.mp4 | 63.06 MB |
| 06 C5.0/024 Understanding information gain.mp4 | 24.86 MB |
| 06 C5.0/025 Pruning in C5.0.mp4 | 77.41 MB |
| 06 C5.0/026 How C5.0 handles missing data.mp4 | 15.27 MB |
| 07 Advanced Topics/027 Ensembles.mp4 | 61.71 MB |
| 07 Advanced Topics/028 Bagging.mp4 | 101.39 MB |
| 07 Advanced Topics/029 Random forests.mp4 | 28.09 MB |
| 07 Advanced Topics/030 Boosting.mp4 | 41.93 MB |
| 07 Advanced Topics/031 Costs and priors.mp4 | 41.65 MB |
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