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[FreeCoursesOnline.Me] PacktPub - Understanding Regression Techniques [Video]

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3.3 GB

Total Files

95

Last Seen

2025-05-19 00:44

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CB43C016839B9D70BC771FDFDA702F2FA61D88CE

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How you can help our Group!.txt

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/1.Simple Linear Regression/

01.Introduction.mp4

35.5 MB

02.Simple linear regression.mp4

52.1 MB

03.The slope.mp4

64.8 MB

04.R-squared.mp4

53.6 MB

05.The p-value.mp4

51.6 MB

06.Model fit.mp4

15.9 MB

07.The residuals.mp4

59.6 MB

/10.Count Models - Count Tables/

65.Count tables.mp4

30.0 MB

66.Risk.mp4

17.8 MB

67.Inceidence-rate ratio.mp4

21.8 MB

68.Two-by-three tables.mp4

37.8 MB

/11.Poisson Regression/

69.Single independent variable.mp4

167.2 MB

70.Examples.mp4

36.1 MB

71.Binary variables.mp4

90.2 MB

72.Multiple independent variables.mp4

71.1 MB

73.Categorical variables.mp4

83.2 MB

74.Exposure.mp4

78.6 MB

/12.Other Count Models/

75.Negative binomial regression.mp4

56.3 MB

76.Truncated models.mp4

31.9 MB

77.Zero-inflated models.mp4

89.4 MB

78.Comparison of models.mp4

29.5 MB

/13.Prediction/

79.Predicting the number of events.mp4

13.0 MB

80.Predicting probabilities of certain counts.mp4

10.1 MB

/14.Count Model Case Study/

81.The dataset.mp4

4.2 MB

82.Continuous variables.mp4

22.6 MB

83.Binary variables.mp4

3.2 MB

84.Multivariate analysis.mp4

3.6 MB

85.Negative binomial regression.mp4

5.7 MB

86.Zero-inflated models.mp4

24.0 MB

87.Comparing count models.mp4

11.1 MB

88.Visualizing the result.mp4

36.3 MB

/15.Conclusion/

89.Conclusion.mp4

18.6 MB

/2.Multiple linear regression/

08.Multiple linear regression.mp4

45.2 MB

09.The slopes.mp4

45.6 MB

10.R-squared.mp4

13.1 MB

11.The p-value.mp4

11.5 MB

12.Model fit and residuals.mp4

41.7 MB

/3.Linear Regression - Binary, Categorical, and Quadratic Variables/

13.Binary variables.mp4

117.2 MB

14.Categorical variables.mp4

194.1 MB

15.Quadratic variables.mp4

89.4 MB

/4.Linear Regression - Checking Model Fit and Assumptions/

16.Prediction.mp4

24.0 MB

17.Normality of residuals.mp4

10.8 MB

18.Independence of residuals.mp4

10.6 MB

19.Constant variance.mp4

10.4 MB

20.Multicollinearity.mp4

13.1 MB

21.Outliers.mp4

15.6 MB

22.Influential observations.mp4

36.6 MB

23.Selection algorithms.mp4

52.0 MB

/5.Linear Regression Case Study/

24.The dataset.mp4

10.5 MB

25.Including continuous variables.mp4

33.4 MB

26.Including binary variables.mp4

6.3 MB

27.Including categorical variables.mp4

6.0 MB

28.Multiple regression.mp4

13.7 MB

29.Checking model fit.mp4

9.6 MB

30.Checking model assumptions.mp4

20.2 MB

31.Multicollinearity.mp4

5.4 MB

32.Outliers.mp4

9.7 MB

33.Influential observations.mp4

16.7 MB

34.Visualizing the result.mp4

9.4 MB

/6.Logistic Regression - Contingency Tables/

35.Two-by-two tables.mp4

31.8 MB

36.The odds.mp4

28.7 MB

37.The odds ratio.mp4

33.1 MB

38.Two-by-three tables.mp4

77.1 MB

/7.Logistic Regression Models/

39.Single independent variable.mp4

159.4 MB

40.Examples.mp4

41.8 MB

41.Binary variables.mp4

75.2 MB

42.Multiple independent variables.mp4

69.3 MB

43.Categorical variables.mp4

96.6 MB

44.Nonlinearity - Non-graphical test.mp4

38.6 MB

45.Nonlinearity - Graphical test.mp4

66.7 MB

/8.Logistic Regression - Prediction and Model Fit/

46.Prediction.mp4

20.2 MB

47.Goodness of fit - Likelihood ratio test.mp4

14.8 MB

48.Goodness of fit - Hosmer-Lemeshow test.mp4

24.2 MB

49.Goodness of fit - Classification tables.mp4

57.3 MB

50.Goodness of fit - ROC analysis.mp4

9.2 MB

51.Residuals.mp4

10.2 MB

52.Influential Observations.mp4

28.5 MB

/9.Logistic Regression Case Study/

53.The dataset.mp4

11.9 MB

54.Continuous variables.mp4

9.1 MB

55.Test of linearity - Non-graphical.mp4

5.4 MB

56.Test of linearity - Graphical.mp4

17.6 MB

57.Binary variables.mp4

6.6 MB

58.Categorical variables.mp4

27.3 MB

59.Multivariate analysis.mp4

7.6 MB

60.Goodness of fit.mp4

18.7 MB

61.Residual analysis.mp4

8.6 MB

62.Influential observations.mp4

7.1 MB

63.Combining both residuals and influence in one graph.mp4

14.4 MB

64.Visualizing the result.mp4

7.7 MB

/Exercise Files/

code_9781800200197.zip

96.0 MB

 

Total files 95


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