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Understanding and Applying Linear Regression

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文件列表

  1. 19 - Implementing Simple Regression Models in Excel - Slope, Intercept, and Prediction.mp4.!qB 24MB
  2. 18 - Implementing Simple Regression Models in Excel - Fast Prototyping in Excel.mp4.!qB 23MB
  3. 40 - Implementing Multiple Regression Models in Excel - Categorical Variables in Excel.mp4.!qB 22MB
  4. 41 - Implementing Multiple Regression Models in R - Multiple Regression in R.mp4.!qB 19MB
  5. 20 - Implementing Simple Regression Models in Excel - Poorly Specified Regression Models.mp4.!qB 17MB
  6. 42 - Implementing Multiple Regression Models in R - Categorical Variables Without an Intercept in R.mp4.!qB 17MB
  7. 39 - Implementing Multiple Regression Models in Excel - Multiple Regression with Linest.mp4.!qB 17MB
  8. 43 - Implementing Multiple Regression Models in Python - Multiple Regression in Two Different Ways.mp4.!qB 17MB
  9. 44 - Implementing Multiple Regression Models in Python - Categorical Variables.mp4.!qB 17MB
  10. 23 - Implementing Simple Regression Models in R - Regressing Returns, Not Prices.mp4.!qB 16MB
  11. 17 - Implementing Simple Regression Models in Excel - Violations of Regression Assumptions.mp4.!qB 16MB
  12. 22 - Implementing Simple Regression Models in R - Data Frames in R.mp4.!qB 12MB
  13. 36 - Implementing Multiple Regression Models in Excel - Standard Errors.mp4.!qB 12MB
  14. 24 - Implementing Simple Regression Models in R - Prediction with Regression in R.mp4.!qB 11MB
  15. 28 - Understanding Multiple Regression Models - Introducing Multiple Regression.mp4.!qB 11MB
  16. 27 - Implementing Simple Regression Models in Python - Linear Regression as Machine Learning.mp4.!qB 11MB
  17. 10 - Understanding Simple Regression Models - A Quick Taste of Regression in Excel.mp4.!qB 11MB
  18. 26 - Implementing Simple Regression Models in Python - Using Pandas and NumPy.mp4.!qB 11MB
  19. 03 - Modeling Relationships Between Variables Using Regression - Reasons for Using Regression.mp4.!qB 11MB
  20. 34 - Understanding Multiple Regression Models - Categorical Variables.mp4.!qB 11MB
  21. 16 - Implementing Simple Regression Models in Excel - Applying Simple Regression.mp4.!qB 10MB
  22. 07 - Modeling Relationships Between Variables Using Regression - Probability Distributions and the Bell Curve.mp4.!qB 9MB
  23. 30 - Understanding Multiple Regression Models - Detecting Multicollinearity.mp4.!qB 9MB
  24. 02 - Modeling Relationships Between Variables Using Regression - Connecting the Dots Using Linear Regression.mp4.!qB 9MB
  25. 35 - Implementing Multiple Regression Models in Excel - Introducing Linest in Excel.mp4.!qB 9MB
  26. 15 - Understanding Simple Regression Models - Prediction Using Simple Regression.mp4.!qB 9MB
  27. 31 - Understanding Multiple Regression Models - Multicollinearity - Prevention and Cure.mp4.!qB 9MB
  28. 38 - Implementing Multiple Regression Models in Excel - The F-statistic.mp4.!qB 8MB
  29. 29 - Understanding Multiple Regression Models - Risks in Multiple Regression.mp4.!qB 8MB
  30. 14 - Understanding Simple Regression Models - R-squared as Variance Explained.mp4.!qB 8MB
  31. 33 - Understanding Multiple Regression Models - Interpreting the Results of a Regression Analysis.mp4.!qB 8MB
  32. 05 - Modeling Relationships Between Variables Using Regression - Regression as Machine Learning.mp4.!qB 8MB
  33. 21 - Implementing Simple Regression Models in R - R for Regression.mp4.!qB 8MB
  34. 12 - Understanding Simple Regression Models - Residuals and the Regression Assumptions.mp4.!qB 8MB
  35. 37 - Implementing Multiple Regression Models in Excel - T-statistics and P-values.mp4.!qB 7MB
  36. 11 - Understanding Simple Regression Models - Solving the Regression Problem.mp4.!qB 7MB
  37. 13 - Understanding Simple Regression Models - Explaining Variance Using Simple Regression.mp4.!qB 6MB
  38. 25 - Implementing Simple Regression Models in Python - When Python Is the Right Tool for Regression.mp4.!qB 6MB
  39. 08 - Understanding Simple Regression Models - Setting up the Regression Problem.mp4.!qB 6MB
  40. 32 - Understanding Multiple Regression Models - Benefits of Multiple Regression.mp4.!qB 6MB
  41. 09 - Understanding Simple Regression Models - The Best Fit Line.mp4.!qB 6MB
  42. 06 - Modeling Relationships Between Variables Using Regression - Mean and Variance.mp4.!qB 5MB
  43. 01 - Course Overview - Course Overview.mp4.!qB 4MB
  44. 04 - Modeling Relationships Between Variables Using Regression - Versatility of Regression.mp4.!qB 3MB
  45. files/1-understanding-applying-linear-regression-m1-slides.pdf 1MB
  46. files/7-understanding-applying-linear-regression-m7-slides.pdf.!qB 1MB
  47. files/2-understanding-applying-linear-regression-m2-slides.pdf 1009KB
  48. files/8-understanding-applying-linear-regression-m8-slides.pdf 852KB
  49. files/6-understanding-applying-linear-regression-m6-slides.pdf.!qB 558KB
  50. files/5-understanding-applying-linear-regression-m5-slides.pdf 360KB
  51. files/4-understanding-applying-linear-regression-m4-slides.pdf.!qB 265KB
  52. files/9-understanding-applying-linear-regression-m9-slides.pdf 231KB
  53. files/3-understanding-applying-linear-regression-m3-slides.pdf.!qB 173KB
  54. files/8-understanding-applying-linear-regression-m8-exercise-files/module_8.R 5KB
  55. files/9-understanding-applying-linear-regression-m9-exercise-files/module_9_code.py 3KB
  56. files/5-understanding-applying-linear-regression-m5-exercise-files/module_5_code.py 3KB
  57. files/4-understanding-applying-linear-regression-m4-exercise-files/module_4.R 3KB