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


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  1. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/06_syllabus_Coursera-SwiftKey.zip 561.19 MB
  2. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/02_task-0-understanding-the-problem/02_task-0-understanding-the-problem_Coursera-SwiftKey.zip 561.19 MB
  3. regression-models/04_week-4-logistic-regression-and-poisson-regression/01_week-4-new-videos/02_glms.mp4 78.40 MB
  4. data-products/04_r-packages/01_r-packages/04_building-r-packages-demo.mp4 70.17 MB
  5. regression-models/04_week-4-logistic-regression-and-poisson-regression/04_hodgepodge/02_hodgepodge.mp4 68.57 MB
  6. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/03_model-selection-part-ii.mp4 64.30 MB
  7. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/01_multivariable-regression-examples-part-i.mp4 64.24 MB
  8. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/02_multivariable-regression-tips-and-tricks/02_multivariable-regression-examples-part-ii.mp4 62.80 MB
  9. statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/04_07-03-asymptotics-and-confidence-intervals.mp4 48.32 MB
  10. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/04_model-selection-part-iii.mp4 46.15 MB
  11. regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/02_logistic-regression-part-i.mp4 45.71 MB
  12. regression-models/04_week-4-logistic-regression-and-poisson-regression/03_poisson-regression/02_poisson-regression-part-i.mp4 45.59 MB
  13. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/03_adjustment/02_adjustment-examples.mp4 43.56 MB
  14. regression-models/04_week-4-logistic-regression-and-poisson-regression/03_poisson-regression/03_poisson-regression-part-ii.mp4 40.13 MB
  15. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/02_multivariable-regression-part-i.mp4 36.09 MB
  16. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/02_module-12-multiple-comparisons/01_12-01-multiple-comparisons.mp4 36.08 MB
  17. statistical-inference/02_week-2-variability-distribution-asymptotics/02_module-6-distributions/03_06-02-normal-distribution.mp4 35.55 MB
  18. regression-models/01_week-1-least-squares-and-linear-regression/04_regression-to-the-mean/02_regression-to-the-mean.mp4 32.38 MB
  19. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/03_residuals-and-diagnostics-part-ii.mp4 31.35 MB
  20. regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/03_residuals-coding-example.mp4 31.14 MB
  21. statistical-inference/03_week-intervals-testing-pvalues/01_module-8-confidence-intervals/04_08-03-independent-group-t-intervals.mp4 29.97 MB
  22. regression-models/04_week-4-logistic-regression-and-poisson-regression/02_logistic-regression/04_logistic-regression-part-iii.mp4 28.48 MB
  23. data-products/04_r-packages/01_r-packages/05_r-classes-and-methods-part-1.mp4 27.56 MB
  24. practical-machine-learning/02_week-2-the-caret-package/01_week-2/06_covariate-creation.mp4 27.50 MB
  25. statistical-inference/01_week-1-probability-expected-values/01_module-1-introduction/01_introductory-video.mp4 27.49 MB
  26. statistical-inference/03_week-intervals-testing-pvalues/02_module-9-hypothesis-testing/05_09-04-two-group-testing.mp4 27.17 MB
  27. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/04_multivariable-regression-continued.mp4 27.07 MB
  28. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/01_multivariable-regression/03_multivariable-regression-part-ii.mp4 26.89 MB
  29. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/04_residuals-and-diagnostics-part-iii.mp4 26.59 MB
  30. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/05_model-selection/02_model-selection-part-i.mp4 25.35 MB
  31. regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/04_linear-least-squares-coding-example.mp4 25.00 MB
  32. statistical-inference/01_week-1-probability-expected-values/02_module-2-probability/04_02-03-probability-density-functions.mp4 24.89 MB
  33. statistical-inference/04_week-4-power-bootstrapping-permutation-tests/01_module-11-power/03_11-02-calculating-power.mp4 24.16 MB
  34. data-products/03_r-markdown-and-leaflet/03_leaflet/06_leaflet-1-6.mp4 23.38 MB
  35. regression-models/02_week-2-linear-regression-multivariable-regression/01_statistical-linear-regression-models/04_linear-regression-for-prediction.mp4 23.13 MB
  36. regression-models/01_week-1-least-squares-and-linear-regression/02_introduction-to-regression-and-least-squares/06_introductory-data-example.mp4 22.74 MB
  37. statistical-inference/03_week-intervals-testing-pvalues/03_module-10-p-values/02_10-01-pvalues.mp4 22.14 MB
  38. statistical-inference/01_week-1-probability-expected-values/03_module-3-conditional-probability/03_03-02-bayes-rule.mp4 22.09 MB
  39. regression-models/02_week-2-linear-regression-multivariable-regression/03_inference-in-regression/04_prediction.mp4 21.94 MB
  40. regression-models/01_week-1-least-squares-and-linear-regression/03_linear-least-squares/02_notation-and-background.mp4 21.81 MB
  41. statistical-inference/02_week-2-variability-distribution-asymptotics/01_module-5-variability/04_05-03-standard-error-of-the-mean.mp4 21.23 MB
  42. regression-models/03_week-3-multivariable-regression-residuals-diagnostics/04_residuals-again/02_residuals-and-diagnostics-part-i.mp4 20.82 MB
  43. practical-machine-learning/02_week-2-the-caret-package/01_week-2/07_preprocessing-with-principal-components-analysis.mp4 20.52 MB
  44. data-science-project/02_exploratory-data-analysis-and-modeling/01_task-2-exploratory-data-analysis/01_introduction-to-task-2-exploratory-data-analysis.mp4 20.35 MB
  45. regression-models/02_week-2-linear-regression-multivariable-regression/02_residuals/04_residual-variance.mp4 20.35 MB
  46. practical-machine-learning/04_week-4-regularized-regression-and-combining-predictors/01_week-4/01_regularized-regression.mp4 19.92 MB
  47. data-science-project/01_overview-understanding-the-problem-and-getting-the-data/01_welcome/01_welcome-to-the-capstone-project.mp4 19.58 MB
  48. data-products/04_r-packages/01_r-packages/03_r-packages-part-2.mp4 19.51 MB
  49. practical-machine-learning/03_week-3-predicting-with-trees-random-forests-model-based-predictions/01_week-3/01_predicting-with-trees.mp4 19.09 MB
  50. statistical-inference/02_week-2-variability-distribution-asymptotics/03_module-7-asymptotics/03_07-02-asymptotics-and-the-clt.mp4 18.86 MB