CourserHub com Coursera - Data Analysis and Interpretation Specialization

1. data-analysis-capstone/01_module-1-identify-your-data-and-research-question/01_overview-of-the-capstone-project/02_introduction-to-the-capstone-course.mp47.66MB
2. data-analysis-capstone/01_module-1-identify-your-data-and-research-question/01_overview-of-the-capstone-project/05_overview-of-each-module-and-assignments.mp411.87MB
3. data-analysis-capstone/01_module-1-identify-your-data-and-research-question/01_overview-of-the-capstone-project/09_your-capstone-project.mp412.75MB
4. data-analysis-capstone/01_module-1-identify-your-data-and-research-question/01_overview-of-the-capstone-project/11_sas-data-sets_stepnout.sas7bdat2.95MB
5. data-analysis-capstone/01_module-1-identify-your-data-and-research-question/01_overview-of-the-capstone-project/11_sas-data-sets_storm_event_data.sas7bdat99.88MB
6. data-analysis-capstone/01_module-1-identify-your-data-and-research-question/01_overview-of-the-capstone-project/11_sas-data-sets_worldbank.sas7bdat560KB
7. data-analysis-capstone/01_module-1-identify-your-data-and-research-question/02_writing-your-report-title-and-introduction/01_writing-your-report-title-and-introduction.mp416.65MB
8. data-analysis-capstone/01_module-1-identify-your-data-and-research-question/02_writing-your-report-title-and-introduction/02_writing-your-report-what-to-avoid.mp44.63MB
9. data-analysis-capstone/02_module-2-data-management/01_writing-your-report-methods/01_writing-your-report-methods.mp416.06MB
10. data-analysis-capstone/03_module-3-exploratory-data-analysis/01_writing-your-report-results/01_writing-your-report-results.mp420.69MB
11. data-analysis-capstone/04_complete-your-final-report/01_writing-your-report-conclusion-and-limitations/01_writing-your-report-conclusions-and-limitations.mp417.26MB
12. data-analysis-tools/01_hypothesis-testing-and-anova/01_the-role-of-probability-in-inference/01_lesson-1-the-role-of-probability-in-inference.mp4128.12MB
13. data-analysis-tools/01_hypothesis-testing-and-anova/02_from-sample-to-population/01_lesson-2-from-sample-to-population.mp457.52MB
14. data-analysis-tools/01_hypothesis-testing-and-anova/03_steps-in-hypothesis-testing/01_lesson-3-steps-in-hypothesis-testing.mp479.82MB
15. data-analysis-tools/01_hypothesis-testing-and-anova/04_what-is-a-p-value/01_lesson-4-what-is-a-p-value.mp461.34MB
16. data-analysis-tools/01_hypothesis-testing-and-anova/05_how-to-choose-a-statistical-test/01_lesson-5-how-to-choose-a-statistical-test.mp47.49MB
17. data-analysis-tools/01_hypothesis-testing-and-anova/06_ideas-behind-anova/01_lesson-6-ideas-behind-anova.mp453.09MB
18. data-analysis-tools/01_hypothesis-testing-and-anova/08_sas-lessons/02_sas-lesson-7-anova-explanatory-variable-with-2-levels.mp424.51MB
19. data-analysis-tools/01_hypothesis-testing-and-anova/08_sas-lessons/03_sas-lesson-8-anova-explanatory-variables-with-more-than-2-levels.mp418.27MB
20. data-analysis-tools/01_hypothesis-testing-and-anova/08_sas-lessons/04_sas-lesson-9-post-hoc-tests-for-anova.mp437.57MB
21. data-analysis-tools/01_hypothesis-testing-and-anova/08_sas-lessons/05_sas-lesson-10-anova-summary.mp416.98MB
22. data-analysis-tools/01_hypothesis-testing-and-anova/09_python-lessons/02_python-lesson-7-anova-explanatory-variables-with-two-levels.mp412.43MB
23. data-analysis-tools/01_hypothesis-testing-and-anova/09_python-lessons/03_python-lesson-8-anova-explanatory-variables-with-more-than-2-levels.mp418.09MB
24. data-analysis-tools/01_hypothesis-testing-and-anova/09_python-lessons/04_python-lesson-9-post-hoc-tests-for-anova.mp435.11MB
25. data-analysis-tools/01_hypothesis-testing-and-anova/09_python-lessons/05_python-lesson-10-anova-summary.mp414.44MB
26. data-analysis-tools/02_chi-square-test-of-independence/01_ideas-behind-the-chi-square-test-of-independence/01_lesson-1-ideas-behind-the-chi-square-test-of-independence.mp480.24MB
27. data-analysis-tools/02_chi-square-test-of-independence/02_sas-lectures/02_sas-lesson-2-chi-square-test-of-independence-in-practice.mp431.43MB
28. data-analysis-tools/02_chi-square-test-of-independence/02_sas-lectures/03_sas-lesson-3-post-hoc-tests-for-chi-square-tests-of-independence.mp455MB
29. data-analysis-tools/02_chi-square-test-of-independence/02_sas-lectures/04_sas-lesson-4-chi-square-summary.mp46.35MB
30. data-analysis-tools/02_chi-square-test-of-independence/03_python-lectures/02_python-lesson-2-chi-square-test-of-independence-in-practice.mp422.29MB
31. data-analysis-tools/02_chi-square-test-of-independence/03_python-lectures/03_python-lesson-3-post-hoc-tests-for-chi-square-tests-of-independence.mp427.56MB
32. data-analysis-tools/02_chi-square-test-of-independence/03_python-lectures/04_python-lesson-4-chi-square-summary.mp45.77MB
33. data-analysis-tools/03_pearson-correlation/01_pearson-correlation/01_lesson-1-pearson-correlation.mp425.96MB
34. data-analysis-tools/03_pearson-correlation/02_correlation-example/01_lesson-2-correlation-example.mp433.27MB
35. data-analysis-tools/03_pearson-correlation/03_calculating-correlation/02_sas-lesson-3-calculating-correlation.mp424.11MB
36. data-analysis-tools/03_pearson-correlation/03_calculating-correlation/04_python-lesson-3-calculating-correlation.mp419.23MB
37. data-analysis-tools/04_exploring-statistical-interactions/01_sas-lessons/02_sas-lesson-1-defining-moderation-a-k-a-statistical-interaction.mp419.17MB
38. data-analysis-tools/04_exploring-statistical-interactions/01_sas-lessons/03_sas-lesson-2-testing-moderation-in-the-context-of-anova.mp421.04MB
39. data-analysis-tools/04_exploring-statistical-interactions/01_sas-lessons/04_sas-lesson-3-testing-moderation-in-the-context-of-chi-square.mp424.13MB
40. data-analysis-tools/04_exploring-statistical-interactions/01_sas-lessons/05_sas-lesson-4-testing-moderation-in-the-context-of-correlation.mp422.69MB
41. data-analysis-tools/04_exploring-statistical-interactions/02_python-lessons/01_python-lesson-1-defining-moderation-a-k-a-statistical-interaction.mp415.07MB
42. data-analysis-tools/04_exploring-statistical-interactions/02_python-lessons/02_python-lesson-2-testing-moderation-in-the-context-of-anova.mp414.95MB
43. data-analysis-tools/04_exploring-statistical-interactions/02_python-lessons/03_python-lesson-3-testing-moderation-in-the-context-of-chi-square.mp49.51MB
44. data-analysis-tools/04_exploring-statistical-interactions/02_python-lessons/04_python-lesson-4-testing-moderation-in-the-context-of-correlation.mp417.44MB
45. data-analysis-tools/04_exploring-statistical-interactions/03_but-do-my-findings-tell-me-anything-about-causation/01_a-question-of-causation-used-with-permission-from-annenberg-learner.mp491.46MB
46. data-visualization/01_selecting-a-research-question/01_steps-in-data-analysis-lesson-1/01_welcome-video.mp481.94MB
47. data-visualization/01_selecting-a-research-question/01_steps-in-data-analysis-lesson-1/02_video-lesson-steps-in-data-analysis.mp4108.08MB
48. data-visualization/01_selecting-a-research-question/02_what-do-we-mean-by-data-lesson-2/01_video-lesson-what-do-we-mean-by-data.mp450.14MB
49. data-visualization/01_selecting-a-research-question/03_data-sets-and-code-books-lesson-3/01_video-lesson-datasets-and-codebooks.mp476.11MB
50. data-visualization/01_selecting-a-research-question/04_developing-a-research-question-lesson-4/01_video-lesson-developing-a-research-question.mp456.02MB
51. data-visualization/02_writing-your-first-program-sas-or-python/02_sas-lessons/01_sas-lesson-1-defining-exploratory-data-analysis.mp428.04MB
52. data-visualization/02_writing-your-first-program-sas-or-python/02_sas-lessons/02_sas-lesson-2-sas-coding-conventions.mp424.19MB
53. data-visualization/02_writing-your-first-program-sas-or-python/02_sas-lessons/03_sas-lesson-3-running-your-program-and-examining-frequency-distribution.mp458.98MB
54. data-visualization/02_writing-your-first-program-sas-or-python/02_sas-lessons/04_sas-lesson-4-refining-your-research-question-by-selecting-rows.mp427.33MB
55. data-visualization/02_writing-your-first-program-sas-or-python/03_python-lessons/01_python-lesson-1-defining-exploratory-data-analysis.mp425.51MB
56. data-visualization/02_writing-your-first-program-sas-or-python/03_python-lessons/02_python-lesson-2-python-coding-conventions.mp417.71MB
57. data-visualization/02_writing-your-first-program-sas-or-python/03_python-lessons/03_python-lesson-3-running-your-program-and-examining-frequency-distributions.mp434.7MB
58. data-visualization/02_writing-your-first-program-sas-or-python/03_python-lessons/04_python-lesson-4-refining-your-research-question-by-selecting-rows.mp428.61MB
59. data-visualization/03_managing-data/02_sas-lessons/01_sas-lesson-1-setting-aside-missing-data.mp444.11MB
60. data-visualization/03_managing-data/02_sas-lessons/02_sas-lesson-2-coding-in-valid-data-and-recoding-values.mp427.49MB
61. data-visualization/03_managing-data/02_sas-lessons/03_sas-lesson-3-creating-secondary-variables.mp452.55MB
62. data-visualization/03_managing-data/02_sas-lessons/04_sas-lesson-4-grouping-variables-within-individual-variables.mp419.64MB
63. data-visualization/03_managing-data/03_python-lessons/01_python-lesson-1-setting-aside-missing-data.mp443.37MB
64. data-visualization/03_managing-data/03_python-lessons/02_python-lesson-2-coding-valid-data-and-recoding-values.mp447.79MB
65. data-visualization/03_managing-data/03_python-lessons/03_python-lesson-3-creating-secondary-variables.mp433.91MB
66. data-visualization/03_managing-data/03_python-lessons/04_python-lesson-4-grouping-values-within-individual-variables.mp421.88MB
67. data-visualization/04_visualizing-data/02_sas-lessons/01_sas-lesson-1-graphing-individual-variables.mp417.39MB
68. data-visualization/04_visualizing-data/02_sas-lessons/02_sas-lesson-2-describing-distributions-visually.mp441.35MB
69. data-visualization/04_visualizing-data/02_sas-lessons/03_sas-lesson-3-measures-of-center-and-spread.mp478.98MB
70. data-visualization/04_visualizing-data/02_sas-lessons/04_sas-lesson-4-designing-the-role-each-of-your-variables-will-play.mp441.59MB
71. data-visualization/04_visualizing-data/02_sas-lessons/05_sas-lesson-5-graphing-decisions-categorical-response-variables.mp443.35MB
72. data-visualization/04_visualizing-data/02_sas-lessons/06_sas-lesson-6-graphing-decisions-quantitative-response-variable.mp437.08MB
73. data-visualization/04_visualizing-data/03_python-lessons/01_python-lesson-1-graphing-individual-variables.mp415.77MB
74. data-visualization/04_visualizing-data/03_python-lessons/02_python-lesson-2-describing-distributions-visually.mp441.35MB
75. data-visualization/04_visualizing-data/03_python-lessons/03_python-lesson-3-measures-of-center-and-spread.mp471.78MB
76. data-visualization/04_visualizing-data/03_python-lessons/04_python-lesson-4-designing-the-role-each-of-your-variables-will-play.mp441.59MB
77. data-visualization/04_visualizing-data/03_python-lessons/05_python-lesson-5-graphing-decisions-categorical-response-variables.mp433.71MB
78. data-visualization/04_visualizing-data/03_python-lessons/06_python-lesson-6-graphing-decisions-quantitative-response-variable.mp429.25MB
79. machine-learning-data-analysis/01_decision-trees/02_what-is-machine-learning/01_what-is-machine-learning.mp471.76MB
80. machine-learning-data-analysis/01_decision-trees/03_machine-learning-and-the-bias-variance-tradeoff/01_machine-learning-and-the-bias-variance-trade-off.mp424.68MB
81. machine-learning-data-analysis/01_decision-trees/04_what-is-a-decision-tree/01_what-is-a-decision-tree.mp415.41MB
82. machine-learning-data-analysis/01_decision-trees/05_what-is-the-process-of-growing-a-decision-tree/01_what-is-the-process-of-growing-a-decision-tree.mp47.11MB
83. machine-learning-data-analysis/01_decision-trees/06_building-a-decision-tree-with-sas/03_building-a-decision-tree-with-sas.mp413.7MB
84. machine-learning-data-analysis/01_decision-trees/06_building-a-decision-tree-with-sas/04_strengths-and-weaknesses-of-decision-trees-in-sas.mp48.86MB
85. machine-learning-data-analysis/01_decision-trees/07_building-a-decision-tree-with-python/02_building-a-decision-tree-with-python.mp417.25MB
86. machine-learning-data-analysis/02_random-forests/01_what-is-a-random-forest-and-how-is-it-grown/01_what-is-a-random-forest-and-how-is-it-grown.mp47.45MB
87. machine-learning-data-analysis/02_random-forests/02_building-a-random-forest-with-sas/03_building-a-random-forest-with-sas.mp414.41MB
88. machine-learning-data-analysis/02_random-forests/03_building-a-random-forest-with-python/02_building-a-random-forest-with-python.mp423.18MB
89. machine-learning-data-analysis/02_random-forests/04_validation-and-cross-validation/01_validation-and-cross-validation.mp4106.84MB
90. machine-learning-data-analysis/03_lasso-regression/01_what-is-lasso-regression/01_what-is-lasso-regression.mp422.63MB
91. machine-learning-data-analysis/03_lasso-regression/02_testing-a-lasso-regression-model-with-sas/02_testing-a-lasso-regression-with-sas.mp420.63MB
92. machine-learning-data-analysis/03_lasso-regression/03_testing-a-lasso-regression-model-with-python/01_data-management-for-lasso-regression-in-python.mp418.44MB
93. machine-learning-data-analysis/03_lasso-regression/03_testing-a-lasso-regression-model-with-python/02_testing-a-lasso-regression-model-in-python.mp425.83MB
94. machine-learning-data-analysis/03_lasso-regression/04_lasso-regression-limitations/01_lasso-regression-limitations.mp424.36MB
95. machine-learning-data-analysis/04_k-means-cluster-analysis/01_what-is-a-k-means-cluster-analysis/01_what-is-a-k-means-cluster-analysis.mp447.82MB
96. machine-learning-data-analysis/04_k-means-cluster-analysis/02_running-a-k-means-cluster-analysis-in-sas/01_running-a-k-means-cluster-analysis-in-sas-pt-1.mp417.3MB
97. machine-learning-data-analysis/04_k-means-cluster-analysis/02_running-a-k-means-cluster-analysis-in-sas/02_running-a-k-means-cluster-analysis-in-sas-pt-2.mp416.1MB
98. machine-learning-data-analysis/04_k-means-cluster-analysis/03_running-a-k-means-cluster-analysis-in-python/02_running-a-k-means-cluster-analysis-in-python-pt-1.mp421.95MB
99. machine-learning-data-analysis/04_k-means-cluster-analysis/03_running-a-k-means-cluster-analysis-in-python/03_running-a-k-means-cluster-analysis-in-python-pt-2.mp423.72MB
100. machine-learning-data-analysis/04_k-means-cluster-analysis/04_k-means-cluster-analysis-limitations/01_k-means-cluster-analysis-limitations.mp446.3MB
101. regression-modeling-practice/01_introduction-to-regression/01_observational-and-experimental-data/02_lesson-1-observational-data.mp421.74MB
102. regression-modeling-practice/01_introduction-to-regression/01_observational-and-experimental-data/03_lesson-2-experimental-data.mp428.58MB
103. regression-modeling-practice/01_introduction-to-regression/02_confounding-variables/01_lesson-3-confounding-variables.mp485.15MB
104. regression-modeling-practice/01_introduction-to-regression/03_intro-to-multivariate-methods/01_lesson-4-introduction-to-multivariate-methods.mp429.18MB
105. regression-modeling-practice/02_basics-of-linear-regression/02_sas-lessons/02_sas-lesson-1-more-on-confounding-variables.mp430.5MB
106. regression-modeling-practice/02_basics-of-linear-regression/02_sas-lessons/03_sas-lesson-2-testing-a-basic-linear-regression-mode.mp427.99MB
107. regression-modeling-practice/02_basics-of-linear-regression/02_sas-lessons/04_sas-lesson-3-categorical-explanatory-variables.mp433.99MB
108. regression-modeling-practice/02_basics-of-linear-regression/03_python-lessons/02_python-lesson-1-more-on-confounding-variables.mp430.58MB
109. regression-modeling-practice/02_basics-of-linear-regression/03_python-lessons/03_python-lesson-2-testing-a-basic-linear-regression-model.mp426.67MB
110. regression-modeling-practice/02_basics-of-linear-regression/03_python-lessons/04_python-lesson-3-categorical-explanatory-variables.mp421.39MB
111. regression-modeling-practice/02_basics-of-linear-regression/04_linear-regression-assumptions/01_lesson-4-linear-regression-assumptions.mp467.78MB
112. regression-modeling-practice/02_basics-of-linear-regression/05_centering-explanatory-variables/01_lesson-5-centering-explanatory-variables.mp413.36MB
113. regression-modeling-practice/03_multiple-regression/01_sas-lessons/02_sas-lesson-1-multiple-regression.mp427.72MB
114. regression-modeling-practice/03_multiple-regression/01_sas-lessons/03_sas-lesson-2-confidence-intervals.mp410.38MB
115. regression-modeling-practice/03_multiple-regression/01_sas-lessons/04_sas-lesson-3-polynomial-regression.mp418MB
116. regression-modeling-practice/03_multiple-regression/01_sas-lessons/05_sas-lesson-4-evaluating-model-fit-pt-1.mp48.45MB
117. regression-modeling-practice/03_multiple-regression/01_sas-lessons/06_sas-lesson-5-evaluating-model-fit-pt-2.mp414.28MB
118. regression-modeling-practice/03_multiple-regression/02_python-lessons/02_python-lesson-1-multiple-regression.mp423.57MB
119. regression-modeling-practice/03_multiple-regression/02_python-lessons/03_python-lesson-2-confidence-intervals.mp48.12MB
120. regression-modeling-practice/03_multiple-regression/02_python-lessons/04_python-lesson-3-polynomial-regression.mp419.69MB
121. regression-modeling-practice/03_multiple-regression/02_python-lessons/05_python-lesson-4-evaluating-model-fit-pt-1.mp413.5MB
122. regression-modeling-practice/03_multiple-regression/02_python-lessons/06_python-lesson-5-evaluating-model-fit-pt-2.mp416.35MB
123. regression-modeling-practice/04_logistic-regression/01_sas-lesson/02_sas-lesson-1-categorical-explanatory-variables-with-more-than-two-categories.mp436.52MB
124. regression-modeling-practice/04_logistic-regression/02_python-lesson/02_python-lesson-1-categorical-explanatory-variables-with-more-than-two-categories.mp436.23MB
125. regression-modeling-practice/04_logistic-regression/03_a-few-things-to-keep-in-mind/01_lesson-2-a-few-things-to-keep-in-mind.mp469.45MB
126. regression-modeling-practice/04_logistic-regression/04_sas-videos/01_sas-lesson-3-logistic-regression-for-a-binary-response-variable-pt-1.mp440.46MB
127. regression-modeling-practice/04_logistic-regression/04_sas-videos/02_sas-lesson-4-logistic-regression-for-a-binary-response-variable-pt-2.mp415.57MB
128. regression-modeling-practice/04_logistic-regression/05_python-videos/01_python-lesson-3-logistic-regression-for-a-binary-response-variable-pt-1.mp434.88MB
129. regression-modeling-practice/04_logistic-regression/05_python-videos/02_python-lesson-4-logistic-regression-for-a-binary-response-variable-pt-2.mp412.05MB