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[CourserHub.com] Coursera - Data Science Statistics and Machine Learning Specialization

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CourserHub com Coursera - Data Science Statistics and Machine Learning Specialization

文件列表
  1. data-products/01_course-overview/01_welcome/01_welcome-to-developing-data-products.mp45.45MB
  2. data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/03_shiny-1-1.mp48.72MB
  3. data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/04_shiny-1-2.mp49.22MB
  4. data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/05_shiny-1-3.mp47.58MB
  5. data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/06_shiny-1-4.mp410.02MB
  6. data-products/02_shiny-googlevis-and-plotly/01_shiny-part-1/07_shiny-1-5.mp417.3MB
  7. data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/01_shiny-2-1.mp44.54MB
  8. data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/02_shiny-2-2.mp418.34MB
  9. data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/03_shiny-2-3.mp45.96MB
  10. data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/04_shiny-2-4.mp47.09MB
  11. data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/05_shiny-2-5.mp47.44MB
  12. data-products/02_shiny-googlevis-and-plotly/02_shiny-part-2/06_shiny-2-6.mp410.73MB
  13. data-products/02_shiny-googlevis-and-plotly/03_shiny-gadgets/01_shiny-gadgets-1-1.mp48.39MB
  14. data-products/02_shiny-googlevis-and-plotly/03_shiny-gadgets/02_shiny-gadgets-1-2.mp46.92MB
  15. data-products/02_shiny-googlevis-and-plotly/03_shiny-gadgets/03_shiny-gadgets-1-3.mp412.21MB
  16. data-products/02_shiny-googlevis-and-plotly/04_googlevis/01_googlevis-1-1.mp414.18MB
  17. data-products/02_shiny-googlevis-and-plotly/04_googlevis/02_googlevis-1-2.mp416.96MB
  18. data-products/02_shiny-googlevis-and-plotly/05_plotly/01_plotly-1-1.mp44.95MB
  19. data-products/02_shiny-googlevis-and-plotly/05_plotly/02_plotly-1-2.mp43.46MB
  20. data-products/02_shiny-googlevis-and-plotly/05_plotly/03_plotly-1-3.mp413.96MB
  21. data-products/02_shiny-googlevis-and-plotly/05_plotly/04_plotly-1-4.mp411.93MB
  22. data-products/02_shiny-googlevis-and-plotly/05_plotly/05_plotly-1-5.mp45.42MB
  23. data-products/02_shiny-googlevis-and-plotly/05_plotly/06_plotly-1-6.mp48.5MB
  24. data-products/02_shiny-googlevis-and-plotly/05_plotly/07_plotly-1-7.mp42.13MB
  25. data-products/02_shiny-googlevis-and-plotly/05_plotly/08_plotly-1-8.mp42.68MB
  26. data-products/03_r-markdown-and-leaflet/01_r-markdown/01_r-markdown-1-1.mp46.46MB
  27. data-products/03_r-markdown-and-leaflet/01_r-markdown/02_r-markdown-1-2.mp47.77MB
  28. data-products/03_r-markdown-and-leaflet/01_r-markdown/03_r-markdown-1-3.mp49MB
  29. data-products/03_r-markdown-and-leaflet/01_r-markdown/04_r-markdown-1-4.mp42.12MB
  30. data-products/03_r-markdown-and-leaflet/01_r-markdown/05_r-markdown-1-5.mp412.18MB
  31. data-products/03_r-markdown-and-leaflet/01_r-markdown/06_r-markdown-1-6.mp414.67MB
  32. data-products/03_r-markdown-and-leaflet/03_leaflet/01_leaflet-1-1.mp47.3MB
  33. data-products/03_r-markdown-and-leaflet/03_leaflet/01_leaflet-1-1_Leaflet.rmd251.45KB
  34. data-products/03_r-markdown-and-leaflet/03_leaflet/02_leaflet-1-2.mp415.95MB
  35. data-products/03_r-markdown-and-leaflet/03_leaflet/03_leaflet-1-3.mp45.61MB
  36. data-products/03_r-markdown-and-leaflet/03_leaflet/04_leaflet-1-4.mp49.5MB
  37. data-products/03_r-markdown-and-leaflet/03_leaflet/05_leaflet-1-5.mp411.41MB
  38. data-products/03_r-markdown-and-leaflet/03_leaflet/06_leaflet-1-6.mp422.84MB
  39. data-products/04_r-packages/01_r-packages/02_r-packages-part-1.mp413.79MB
  40. data-products/04_r-packages/01_r-packages/03_r-packages-part-2.mp419.05MB
  41. data-products/04_r-packages/01_r-packages/04_building-r-packages-demo.mp468.53MB
  42. data-products/04_r-packages/01_r-packages/05_r-classes-and-methods-part-1.mp426.92MB
  43. data-products/04_r-packages/01_r-packages/06_r-classes-and-methods-part-2.mp415MB
  44. data-products/05_swirl-and-course-project/01_swirl-courses/01_swirl-1-1.mp44.8MB
  45. data-products/05_swirl-and-course-project/01_swirl-courses/02_swirl-1-2.mp414.15MB
  46. data-products/05_swirl-and-course-project/01_swirl-courses/03_swirl-1-3.mp412.66MB
  47. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/01_welcome-to-the-capstone-project.mp419.12MB
  48. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/04_welcome-from-swiftkey.mp43.63MB
  49. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/05_you-are-a-data-scientist-now.mp415.75MB
  50. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/02_task-0-understanding-the-problem/01_introduction-to-task-0-understanding-the-problem.mp414.74MB
  51. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/03_task-1-getting-and-cleaning-the-data/01_introduction-to-task-1-getting-and-cleaning-the-data.mp415.84MB
  52. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/03_task-1-getting-and-cleaning-the-data/03_regular-expressions-part-1-optional.mp47.67MB
  53. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/03_task-1-getting-and-cleaning-the-data/04_regular-expressions-part-2-optional.mp411.71MB
  54. data-science-project/02_exploratory-data-analysis-and-modeling/01_task-2-exploratory-data-analysis/01_introduction-to-task-2-exploratory-data-analysis.mp419.88MB
  55. data-science-project/02_exploratory-data-analysis-and-modeling/02_task-3-modeling/01_introduction-to-task-3-modeling.mp413.35MB
  56. data-science-project/03_prediction-model/01_task-4-prediction-model/01_introduction-to-task-4-prediction-model.mp413.84MB
  57. data-science-project/04_creative-exploration/01_task-5-creative-exploration/01_introduction-to-task-5-creative-exploration.mp410.63MB
  58. data-science-project/05_data-product/01_task-6-data-product/01_introduction-to-task-6-data-product.mp413.51MB
  59. data-science-project/06_slide-deck/01_task-7-slide-deck/01_introduction-to-task-7-slide-deck.mp49.01MB
  60. data-science-project/07_final-project-submission-and-evaluation/01_final-project-submission/01_congratulations.mp411.56MB
  61. practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/05_prediction-motivation.mp412.47MB
  62. practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/06_what-is-prediction.mp413.26MB
  63. practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/07_relative-importance-of-steps.mp414.49MB
  64. practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/08_in-and-out-of-sample-errors.mp49.98MB
  65. practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/09_prediction-study-design.mp412.9MB
  66. practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/10_types-of-errors.mp416.74MB
  67. practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/11_receiver-operating-characteristic.mp46.9MB
  68. practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/12_cross-validation.mp411.4MB
  69. practical-machine-learning/01_week-1-prediction-errors-and-cross-validation/01_week-1/13_what-data-should-you-use.mp49.61MB
  70. practical-machine-learning/02_week-2-the-caret-package/01_week-2/01_caret-package.mp410.12MB
  71. practical-machine-learning/02_week-2-the-caret-package/01_week-2/02_data-slicing.mp48.04MB
  72. practical-machine-learning/02_week-2-the-caret-package/01_week-2/03_training-options.mp410.36MB
  73. practical-machine-learning/02_week-2-the-caret-package/01_week-2/04_plotting-predictors.mp417.51MB
  74. practical-machine-learning/02_week-2-the-caret-package/01_week-2/05_basic-preprocessing.mp415.72MB
  75. practical-machine-learning/02_week-2-the-caret-package/01_week-2/06_covariate-creation.mp426.86MB
  76. practical-machine-learning/02_week-2-the-caret-package/01_week-2/07_preprocessing-with-principal-components-analysis.mp420.04MB
  77. practical-machine-learning/02_week-2-the-caret-package/01_week-2/08_predicting-with-regression.mp418.29MB
  78. practical-machine-learning/02_week-2-the-caret-package/01_week-2/09_predicting-with-regression-multiple-covariates.mp417.13MB
  79. practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/01_predicting-with-trees.mp418.64MB
  80. practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/02_bagging.mp413.08MB
  81. practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/03_random-forests.mp410.17MB
  82. practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/04_boosting.mp410.61MB
  83. practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/05_model-based-prediction.mp416.85MB
  84. practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/01_regularized-regression.mp419.45MB
  85. practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/02_combining-predictors.mp411.03MB
  86. practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/03_forecasting.mp412.97MB
  87. practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/04_unsupervised-prediction.mp46.11MB
  88. regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/02_introduction-to-regression.mp413.8MB
  89. regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/03_introduction-basic-least-squares.mp416.8MB
  90. regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/05_technical-details-skip-if-you-d-like.mp45.76MB
  91. regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/06_introductory-data-example.mp422.21MB
  92. regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/02_notation-and-background.mp421.3MB
  93. regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/03_linear-least-squares.mp417.62MB
  94. regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/04_linear-least-squares-coding-example.mp424.41MB
  95. regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/05_technical-details-skip-if-you-d-like.mp414.46MB
  96. regression-models/01_week-1-least-squares-and-linear-regression/04_regression-to-the-mean/02_regression-to-the-mean.mp431.62MB
  97. regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/02_statistical-linear-regression-models.mp47.29MB
  98. regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/03_interpreting-coefficients.mp415.14MB
  99. regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/04_linear-regression-for-prediction.mp422.59MB
  100. regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/02_residuals.mp414.51MB
  101. regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/03_residuals-coding-example.mp430.41MB
  102. regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/04_residual-variance.mp419.88MB
  103. regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/02_inference-in-regression.mp417.88MB
  104. regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/03_coding-example.mp414.72MB
  105. regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/04_prediction.mp421.42MB
  106. regression-models/02_week-2-linear-regression-multivariable-regression/04_for-the-project/02_really-really-quick-intro-to-knitr.mp49.53MB
  107. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/02_multivariable-regression-part-i.mp435.25MB
  108. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/03_multivariable-regression-part-ii.mp426.26MB
  109. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/04_multivariable-regression-continued.mp426.44MB
  110. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/01_multivariable-regression-examples-part-i.mp462.73MB
  111. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/02_multivariable-regression-examples-part-ii.mp461.33MB
  112. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/03_multivariable-regression-examples-part-iii.mp410.53MB
  113. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/04_multivariable-regression-examples-part-iv.mp414.72MB
  114. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/03_adjustment/02_adjustment-examples.mp442.54MB
  115. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/02_residuals-and-diagnostics-part-i.mp420.34MB
  116. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/03_residuals-and-diagnostics-part-ii.mp430.62MB
  117. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/04_residuals-and-diagnostics-part-iii.mp425.97MB
  118. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/02_model-selection-part-i.mp424.76MB
  119. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/03_model-selection-part-ii.mp462.79MB
  120. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/04_model-selection-part-iii.mp445.07MB
  121. regression-models/04_week-4-logistic-regression-and-poisson-regression/01_week-4-new-videos/02_glms.mp476.56MB
  122. regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/02_logistic-regression-part-i.mp444.64MB
  123. regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/03_logistic-regression-part-ii.mp45.5MB
  124. regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/04_logistic-regression-part-iii.mp427.82MB
  125. regression-models/04_week-4-logistic-regression-and-poisson-regression/03_poisson-regression/02_poisson-regression-part-i.mp444.52MB
  126. regression-models/04_week-4-logistic-regression-and-poisson-regression/03_poisson-regression/03_poisson-regression-part-ii.mp439.19MB
  127. regression-models/04_week-4-logistic-regression-and-poisson-regression/04_hodgepodge/02_hodgepodge.mp466.96MB
  128. statistical-inference/01_week-1-probability-expected-values/01_module-1-introduction/01_introductory-video.mp426.84MB
  129. statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/02_02-01-introduction-to-probability.mp413MB
  130. statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/03_02-02-probability-mass-functions.mp415.08MB
  131. statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/04_02-03-probability-density-functions.mp424.31MB
  132. statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/02_03-01-conditional-probability.mp411.15MB
  133. statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/03_03-02-bayes-rule.mp421.57MB
  134. statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/04_03-03-independence.mp49.07MB
  135. statistical-inference/01_week-1-probability-expected-values/04_module-4-expected-values/02_04-01-expected-values.mp412.06MB
  136. statistical-inference/01_week-1-probability-expected-values/04_module-4-expected-values/03_04-02-expected-values-simple-examples.mp45.27MB
  137. statistical-inference/01_week-1-probability-expected-values/04_module-4-expected-values/04_04-03-expected-values-for-pdfs.mp415.59MB
  138. statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/02_05-01-introduction-to-variability.mp411.84MB
  139. statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/03_05-02-variance-simulation-examples.mp43.56MB
  140. statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/04_05-03-standard-error-of-the-mean.mp420.73MB
  141. statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/05_05-04-variance-data-example.mp49.2MB
  142. statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/02_06-01-binomial-distrubtion.mp48.66MB
  143. statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/03_06-02-normal-distribution.mp434.72MB
  144. statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/04_06-03-poisson.mp413.53MB
  145. statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/02_07-01-asymptotics-and-lln.mp411.1MB
  146. statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/03_07-02-asymptotics-and-the-clt.mp418.42MB
  147. statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/04_07-03-asymptotics-and-confidence-intervals.mp447.19MB
  148. statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/02_08-01-t-confidence-intervals.mp415.18MB
  149. statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/03_08-02-t-confidence-intervals-example.mp46.19MB
  150. statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/04_08-03-independent-group-t-intervals.mp429.27MB
  151. statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/05_08-04-a-note-on-unequal-variance.mp46.64MB
  152. statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/02_09-01-hypothesis-testing.mp410.15MB
  153. statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/03_09-02-example-of-choosing-a-rejection-region.mp411.35MB
  154. statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/04_09-03-t-tests.mp410.06MB
  155. statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/05_09-04-two-group-testing.mp426.53MB
  156. statistical-inference/03_week-intervals-testing-pvalues/03_module-10-p-values/02_10-01-pvalues.mp421.62MB
  157. statistical-inference/03_week-intervals-testing-pvalues/03_module-10-p-values/03_10-02-pvalue-further-examples.mp415.09MB
  158. statistical-inference/03_week-intervals-testing-pvalues/04_knitr/02_just-enough-knitr-to-do-the-project.mp49.35MB
  159. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/02_11-01-power.mp412.75MB
  160. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/03_11-02-calculating-power.mp423.59MB
  161. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/04_11-03-notes-on-power.mp410.08MB
  162. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/05_11-04-t-test-power.mp416.89MB
  163. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/02_module-12-multiple-comparisons/01_12-01-multiple-comparisons.mp435.23MB
  164. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/02_13-01-bootstrapping.mp412.83MB
  165. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/03_13-02-bootstrapping-example.mp48.91MB
  166. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/04_13-03-notes-on-the-bootstrap.mp417.24MB
  167. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/03_module-13-resampling/05_13-04-permutation-tests.mp412.6MB
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