Quality Engineering Statistics

سرفصل های دوره

The tools, theories, and case studies you need to understand the analytical methods of quality engineering

1 - Introduction to the Course

1 - Introduction to the Course

2 - Course Contents

2 - QES-Table-of-Contents-021823.xlsx

3 - Comments about the Use of Software

2 - Section A Collecting and Summarizing Data

4 - Data Types

5 - Data Scales

6 - Data Coding

7 - Data Integrity

8 - Introduction to Data Visualizations

9 - Stem and Leaf Diagram

9 - Stem-and-Leaf-Plot.xlsx

10 - Histogram.xlsx

10 - The Histogram in Excel

11 - Dashboards

12 - Introduction to Descriptive Statistics

13 - Graphical Depiction of Standard Deviation

14 - Measures of Dispersion in Excel

15 - The Shape of Data Pt 1

16 - The Shape of Data Pt 2

17 - Median Quartiles and IQR in Excel

18 - Box-and-Whisker.xlsx

18 - The Box Plot in Excel

3 - Section B Quantitative Concepts

19 - Statistics and Probability Concepts Pt 1

20 - NORM.DIST.xlsx

20 - NORMDIST in Excel

21 - Statistics and Probability Concepts Pt 2

4 - Section C Probability Distributions

22 - Overview of Probability Distributions Pt 1

23 - Overview of Probability Distributions Pt 2

24 - Overview of Probability Distributions Pt 3

25 - Poisson.xlsx

25 - Poisson in Excel

26 - Using Test Statistics

5 - Section D Statistical Decision Making

27 - Point Estimates

28 - Point Estimates in Excel

28 - Point-Estimates.xlsx

29 - Confidence Intervals Pt 1

30 - Confidence Intervals Pt 2

31 - Confidence Intervals in Excel

31 - Confidence-Intervals.xlsx

32 - Standard Error of the Mean

33 - Z Score and Z Table

34 - Confidence Intervals for Variance

35 - Chi Squared Coordinates

36 - Tolerance Intervals

37 - Why Hypothesis Testing

38 - The Statistical View of Data

39 - Sampling and the Hypothesis Test

40 - Errors in Hypothesis Testing

41 - Statistical Power

42 - Statistical vs Practical Significance

43 - Tools and Requirements of Statistical Design Pt 1

44 - Tools and Requirements of Statistical Design Pt 2

45 - Ttest Examples in Hypothesis Testing

46 - T Tests in Excel

47 - Ztests in Hypothesis Testing Pt 1

48 - Ztests in Hypothesis Testing Pt 2

49 - More ZTest Examples

50 - Z Test in Excel

51 - Z Tests of Proportions

52 - Goodness of Fit

53 - Goodness of Fit in Excel

54 - The Normal Probability Plot in Excel

55 - ANOVA and the F Distribution

56 - ANOVA in Excel

57 - Twoway ANOVA Overview

58 - Twoway ANOVA in Excel Rev 1

59 - Contingency Tables

6 - Section E Relationships Between Variables

60 - Understanding Linear Regression Pt 1

61 - Understanding Linear Regression Pt 2

62 - Correlation and the Coefficient of Determination

63 - Linear Regression in Excel

63 - Linear-Regression.xlsx

64 - Overview of Time Series Analysis

7 - Section F Statistical Process Control SPC

65 - Introduction to SPC Section

66 - Overview of SPC

67 - Control Chart Terminology

68 - What to Chart

69 - Variation and Subgrouping

70 - Xbar and R Chart Pt 1

71 - Xbar and R Chart Pt 2

72 - Xbar and R chart Pt 3

72 - x-bar-R.xlsx

73 - Xbar and s Chart Pt 1

74 - Xbar and s Chart Pt 2

74 - x-bar-s.xlsx

75 - IXMR Chart Pt 1

76 - IXMR Chart Pt 2

76 - I-MR.xlsx

77 - p Chart Part 1

78 - p Chart Part 2

78 - p-Chart.xlsx

79 - np Chart Pt 1

80 - np Chart Pt 2

80 - np-Chart.xlsx

81 - c Chart Pt 1

82 - c Chart Pt 2

82 - c-Chart.xlsx

83 - u Chart Pt 1

84 - c-Chart.xlsx

84 - u Chart Pt 2

85 - Interpreting Control Charts Pt 1

86 - Interpreting Control Charts Pt 2

87 - Interpreting Control Charts Pt 3

88 - Control Chart Selection Process

88 - Control-Chart-Selection.pdf

89 - Short Run SPC

8 - Section G Process and Performance Capability

90 - Introduction to Process Capability Analysis

91 - Specification Limits

92 - Sampling Frequency

93 - Understanding Capability Indices

94 - Sample Size and the Normal Distribution

95 - Arithmetic Mean

96 - The Histogram

97 - Excels Data Analysis Add In

98 - Overview of the Normal Distribution

99 - Standard Deviation

100 - Properties of the Normal Distribution Curve

101 - Plotting the Normal Curve

102 - Pp and Ppk Pt 1

103 - Pp and Ppk Pt 2

104 - Ppk-Population.xlsx

104 - Pp and Ppk Pt 3

105 - Ppk-Sample.xlsx

105 - Pp and Ppk of a Sample

106 - Cp and Cpk Pt 1

106 - Table-of-Control-Chart-Constants.xlsx

107 - Cp and Cpk Pt 2

108 - Cpk.xlsx

108 - Cp and Cpk Pt 3

109 - Interpreting the Capability Indices

110 - Difference-Between-Ppk-and-Cpk.xlsx

110 - The Difference Between Cpk and Ppk

111 - Process-Capability-Analysis-Summary-021823.xlsx

111 - Summary of Process Capability

9 - Section H Design and Analysis of Experiments

112 - Introduction to a DOE Pt 1

113 - Introduction to a DOE Pt 2

114 - DOE Terminology

115 - Tips for a Successful DOE

116 - Types pf Experimental Designs

117 - Additional DOE concepts

118 - Full Factorial Experiments Pt 1

119 - Full Factorial Experiments Pt 2

120 - Fractional Factorial Designs and Taguchi Methods

10 - Conclusion to the Course

121 - Conclusion to the Course

122 - Bonus Lecture

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تولید کننده: Udemy-Training