02 introduction-to-the-capstone-course.mp4 (7.66 MB)
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05 overview-of-each-module-and-assignments.mp4 (11.87 MB)
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07 data-sets-and-codebooks StepNOut.zip (1.3 MB)
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07 data-sets-and-codebooks StormEvents.zip (6.47 MB)
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07 data-sets-and-codebooks WorldBank.zip (560.47 KB)
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09 your-capstone-project.mp4 (12.75 MB)
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01 writing-your-report-title-and-introduction.mp4 (16.65 MB)
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02 writing-your-report-what-to-avoid.mp4 (4.63 MB)
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01 writing-your-report-methods.mp4 (16.06 MB)
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01 writing-your-report-results.mp4 (20.69 MB)
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01 writing-your-report-conclusions-and-limitations.mp4 (17.26 MB)
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01 lesson-1-the-role-of-probability-in-inference.mp4 (128.12 MB)
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01 lesson-2-from-sample-to-population.mp4 (57.52 MB)
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01 lesson-3-steps-in-hypothesis-testing.mp4 (79.82 MB)
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01 lesson-4-what-is-a-p-value.mp4 (61.34 MB)
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01 lesson-5-how-to-choose-a-statistical-test.mp4 (7.49 MB)
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01 lesson-6-ideas-behind-anova.mp4 (53.09 MB)
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02 sas-lesson-7-anova-explanatory-variable-with-2-levels.mp4 (24.51 MB)
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03 sas-lesson-8-anova-explanatory-variables-with-more-than-2-levels.mp4 (18.27 MB)
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04 sas-lesson-9-post-hoc-tests-for-anova.mp4 (37.57 MB)
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05 sas-lesson-10-anova-summary.mp4 (16.98 MB)
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02 python-lesson-7-anova-explanatory-variables-with-two-levels.mp4 (12.43 MB)
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03 python-lesson-8-anova-explanatory-variables-with-more-than-2-levels.mp4 (18.09 MB)
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04 python-lesson-9-post-hoc-tests-for-anova.mp4 (35.11 MB)
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05 python-lesson-10-anova-summary.mp4 (14.44 MB)
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01 lesson-1-ideas-behind-the-chi-square-test-of-independence.mp4 (80.24 MB)
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02 sas-lesson-2-chi-square-test-of-independence-in-practice.mp4 (31.43 MB)
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03 sas-lesson-3-post-hoc-tests-for-chi-square-tests-of-independence.mp4 (55 MB)
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04 sas-lesson-4-chi-square-summary.mp4 (6.35 MB)
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02 python-lesson-2-chi-square-test-of-independence-in-practice.mp4 (22.29 MB)
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03 python-lesson-3-post-hoc-tests-for-chi-square-tests-of-independence.mp4 (27.56 MB)
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04 python-lesson-4-chi-square-summary.mp4 (5.77 MB)
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01 lesson-1-pearson-correlation.mp4 (25.96 MB)
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01 lesson-2-correlation-example.mp4 (33.27 MB)
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02 sas-lesson-3-calculating-correlation.mp4 (24.11 MB)
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04 python-lesson-3-calculating-correlation.mp4 (19.23 MB)
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02 sas-lesson-1-defining-moderation-a-k-a-statistical-interaction.mp4 (19.17 MB)
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03 sas-lesson-2-testing-moderation-in-the-context-of-anova.mp4 (21.04 MB)
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04 sas-lesson-3-testing-moderation-in-the-context-of-chi-square.mp4 (24.13 MB)
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05 sas-lesson-4-testing-moderation-in-the-context-of-correlation.mp4 (22.69 MB)
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01 python-lesson-1-defining-moderation-a-k-a-statistical-interaction.mp4 (15.07 MB)
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02 python-lesson-2-testing-moderation-in-the-context-of-anova.mp4 (14.95 MB)
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03 python-lesson-3-testing-moderation-in-the-context-of-chi-square.mp4 (9.51 MB)
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04 python-lesson-4-testing-moderation-in-the-context-of-correlation.mp4 (17.44 MB)
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01 a-question-of-causation-used-with-permission-from-annenberg-learner.mp4 (91.46 MB)
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01 welcome-video.mp4 (81.94 MB)
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02 video-lesson-steps-in-data-analysis.mp4 (108.08 MB)
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01 video-lesson-what-do-we-mean-by-data.mp4 (50.14 MB)
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01 video-lesson-datasets-and-codebooks.mp4 (76.11 MB)
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01 video-lesson-developing-a-research-question.mp4 (56.02 MB)
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01 sas-lesson-1-defining-exploratory-data-analysis.mp4 (28.04 MB)
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02 sas-lesson-2-sas-coding-conventions.mp4 (24.19 MB)
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03 sas-lesson-3-running-your-program-and-examining-frequency-distribution.mp4 (58.98 MB)
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04 sas-lesson-4-refining-your-research-question-by-selecting-rows.mp4 (27.33 MB)
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01 python-lesson-1-defining-exploratory-data-analysis.mp4 (25.51 MB)
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02 python-lesson-2-python-coding-conventions.mp4 (17.71 MB)
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03 python-lesson-3-running-your-program-and-examining-frequency-distributions.mp4 (34.7 MB)
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04 python-lesson-4-refining-your-research-question-by-selecting-rows.mp4 (28.61 MB)
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01 sas-lesson-1-setting-aside-missing-data.mp4 (44.11 MB)
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02 sas-lesson-2-coding-in-valid-data-and-recoding-values.mp4 (27.49 MB)
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03 sas-lesson-3-creating-secondary-variables.mp4 (52.55 MB)
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04 sas-lesson-4-grouping-variables-within-individual-variables.mp4 (19.64 MB)
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01 python-lesson-1-setting-aside-missing-data.mp4 (43.37 MB)
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02 python-lesson-2-coding-valid-data-and-recoding-values.mp4 (47.79 MB)
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03 python-lesson-3-creating-secondary-variables.mp4 (33.91 MB)
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04 python-lesson-4-grouping-values-within-individual-variables.mp4 (21.88 MB)
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01 sas-lesson-1-graphing-individual-variables.mp4 (17.39 MB)
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02 sas-lesson-2-describing-distributions-visually.mp4 (41.35 MB)
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03 sas-lesson-3-measures-of-center-and-spread.mp4 (78.98 MB)
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04 sas-lesson-4-designing-the-role-each-of-your-variables-will-play.mp4 (41.59 MB)
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05 sas-lesson-5-graphing-decisions-categorical-response-variables.mp4 (43.35 MB)
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06 sas-lesson-6-graphing-decisions-quantitative-response-variable.mp4 (37.08 MB)
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01 python-lesson-1-graphing-individual-variables.mp4 (15.77 MB)
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02 python-lesson-2-describing-distributions-visually.mp4 (41.35 MB)
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03 python-lesson-3-measures-of-center-and-spread.mp4 (71.78 MB)
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04 python-lesson-4-designing-the-role-each-of-your-variables-will-play.mp4 (41.59 MB)
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05 python-lesson-5-graphing-decisions-categorical-response-variables.mp4 (33.71 MB)
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06 python-lesson-6-graphing-decisions-quantitative-response-variable.mp4 (29.25 MB)
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01 what-is-machine-learning.mp4 (71.76 MB)
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01 machine-learning-and-the-bias-variance-trade-off.mp4 (24.68 MB)
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01 what-is-a-decision-tree.mp4 (15.41 MB)
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01 what-is-the-process-of-growing-a-decision-tree.mp4 (7.11 MB)
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03 building-a-decision-tree-with-sas.mp4 (13.7 MB)
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04 strengths-and-weaknesses-of-decision-trees-in-sas.mp4 (8.86 MB)
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02 building-a-decision-tree-with-python.mp4 (17.25 MB)
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01 what-is-a-random-forest-and-how-is-it-grown.mp4 (7.45 MB)
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03 building-a-random-forest-with-sas.mp4 (14.41 MB)
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02 building-a-random-forest-with-python.mp4 (23.18 MB)
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01 validation-and-cross-validation.mp4 (106.84 MB)
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01 what-is-lasso-regression.mp4 (22.63 MB)
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02 testing-a-lasso-regression-with-sas.mp4 (20.63 MB)
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01 data-management-for-lasso-regression-in-python.mp4 (18.44 MB)
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02 testing-a-lasso-regression-model-in-python.mp4 (25.83 MB)
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01 lasso-regression-limitations.mp4 (24.36 MB)
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01 what-is-a-k-means-cluster-analysis.mp4 (47.82 MB)
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01 running-a-k-means-cluster-analysis-in-sas-pt-1.mp4 (17.3 MB)
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02 running-a-k-means-cluster-analysis-in-sas-pt-2.mp4 (16.1 MB)
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02 running-a-k-means-cluster-analysis-in-python-pt-1.mp4 (21.95 MB)
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03 running-a-k-means-cluster-analysis-in-python-pt-2.mp4 (23.72 MB)
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01 k-means-cluster-analysis-limitations.mp4 (46.3 MB)
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02 lesson-1-observational-data.mp4 (21.74 MB)
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03 lesson-2-experimental-data.mp4 (28.58 MB)
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01 lesson-3-confounding-variables.mp4 (85.15 MB)
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01 lesson-4-introduction-to-multivariate-methods.mp4 (29.18 MB)
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02 sas-lesson-1-more-on-confounding-variables.mp4 (30.5 MB)
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03 sas-lesson-2-testing-a-basic-linear-regression-mode.mp4 (27.99 MB)
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04 sas-lesson-3-categorical-explanatory-variables.mp4 (33.99 MB)
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02 python-lesson-1-more-on-confounding-variables.mp4 (30.58 MB)
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03 python-lesson-2-testing-a-basic-linear-regression-model.mp4 (26.67 MB)
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04 python-lesson-3-categorical-explanatory-variables.mp4 (21.39 MB)
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01 lesson-4-linear-regression-assumptions.mp4 (67.78 MB)
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01 lesson-5-centering-explanatory-variables.mp4 (13.36 MB)
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02 sas-lesson-1-multiple-regression.mp4 (27.72 MB)
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03 sas-lesson-2-confidence-intervals.mp4 (10.38 MB)
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04 sas-lesson-3-polynomial-regression.mp4 (18 MB)
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05 sas-lesson-4-evaluating-model-fit-pt-1.mp4 (8.45 MB)
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06 sas-lesson-5-evaluating-model-fit-pt-2.mp4 (14.28 MB)
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02 python-lesson-1-multiple-regression.mp4 (23.57 MB)
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03 python-lesson-2-confidence-intervals.mp4 (8.12 MB)
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04 python-lesson-3-polynomial-regression.mp4 (19.69 MB)
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05 python-lesson-4-evaluating-model-fit-pt-1.mp4 (13.5 MB)
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06 python-lesson-5-evaluating-model-fit-pt-2.mp4 (16.35 MB)
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02 sas-lesson-1-categorical-explanatory-variables-with-more-than-two-categories.mp4 (36.52 MB)
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02 python-lesson-1-categorical-explanatory-variables-with-more-than-two-categories.mp4 (36.23 MB)
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01 lesson-2-a-few-things-to-keep-in-mind.mp4 (69.45 MB)
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01 sas-lesson-3-logistic-regression-for-a-binary-response-variable-pt-1.mp4 (40.46 MB)
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02 sas-lesson-4-logistic-regression-for-a-binary-response-variable-pt-2.mp4 (15.57 MB)
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01 python-lesson-3-logistic-regression-for-a-binary-response-variable-pt-1.mp4 (34.88 MB)
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02 python-lesson-4-logistic-regression-for-a-binary-response-variable-pt-2.mp4 (12.05 MB)
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