**Become a Probability & Statistics Master**

English | MP4 | AVC 1280×720 | AAC 48KHz 2ch | 11.5 Hours | 2.05 GB

Learn everything from Probability & Statistics, then test your knowledge with 600+ practice questions

HOW BECOME A PROBABILITY & STATISTICS MASTER IS SET UP TO MAKE COMPLICATED MATH EASY:

This course includes video and text explanations of everything from Probability and Statistics, and it includes quizzes (with solutions!) and an additional 8 workbooks with extra practice problems, to help you test your understanding along the way. Become a Probability & Statistics Master is organized into the following sections:

Visualizing data, including bar graphs, pie charts, Venn diagrams, histograms, and dot plots

Analyzing data, including mean, median, and mode, plus range and IQR and box-and-whisker plots

Data distributions, including mean, variance, and standard deviation, and normal distributions and z-scores

Probability, including union vs. intersection and independent and dependent events and Bayes’ theorem

Discrete random variables, including binomial, Bernoulli, Poisson, and geometric random variables

Sampling, including types of studies, bias, and sampling distribution of the sample mean or sample proportion, and confidence intervals

Hypothesis testing, including inferential statistics, significance levels, type I and II errors, test statistics, and p-values

Regression, including scatterplots, correlation coefficient, the residual, coefficient of determination, RMSE, and chi-square

AND HERE’S WHAT YOU GET INSIDE OF EVERY SECTION:

Videos: Watch over my shoulder as I solve problems for every single math issue you’ll encounter in class. We start from the beginning… I explain the problem setup and why I set it up that way, the steps I take and why I take them, how to work through the yucky, fuzzy middle parts, and how to simplify the answer when you get it.

Notes: The notes section of each lesson is where you find the most important things to remember. It’s like Cliff Notes for books, but for math. Everything you need to know to pass your class and nothing you don’t.

Quizzes: When you think you’ve got a good grasp on a topic within a course, you can test your knowledge by taking one of the quizzes. If you pass, great! If not, you can review the videos and notes again or ask for help in the Q&A section.

Workbooks: Want even more practice? When you’ve finished the section, you can review everything you’ve learned by working through the bonus workbook. The workbooks include tons of extra practice problems, so they’re a great way to solidify what you just learned in that section.

What you’ll learn

- Visualizing data, including bar graphs, pie charts, venn diagrams, histograms, and dot plots
- Analyzing data, including mean, median, and mode, plus range and IQR and box-and-whisker plots
- Data distributions, including mean, variance, and standard deviation, and normal distributions and z-scores
- Probability, including union vs. intersection and independent and dependent events and Bayes’ theorem
- Discrete random variables, including binomial, Bernoulli, Poisson, and geometric random variables
- Sampling, including types of studies, bias, and sampling distribution of the sample mean or sample proportion, and confidence intervals
- Hypothesis testing, including inferential statistics, significance level, type I and II errors, test statistics, and p-values
- Regression, including scatterplots, correlation coefficient, the residual, coefficient of determination, RMSE, and chi-square

**Table of Contents**

**Getting started**

1 Hi! START HERE: Course overview

2 Download the formula sheet

**Visualizing data**

3 Introduction to visualizing data

4 RESOURCE: Quiz solutions for this section

5 One-way data

6 One-way data

7 Bar graphs and pie charts

8 Bar graphs and pie charts

9 Line graphs and ogives

10 Line graphs and ogives

11 Two-way data

12 Two-way data

13 Venn diagrams

14 Venn diagrams

15 Relative frequency tables

16 Relative frequency tables

17 Relative frequency tables

18 Joint distributions

19 Joint distributions

20 Frequency tables and dot plots

21 Frequency tables and dot plots

22 Histograms and stem-and-leaf plots

23 Histograms and stem-and-leaf plots

24 BONUS! Extra practice problems.

**Analyzing data**

25 Introduction to analyzing data

26 RESOURCE: Quiz solutions for this section

27 Central tendency: mean, median and mode

28 Central tendency: mean, median and mode

29 Spread: range and IQR

30 Spread: range and IQR

31 Changing the data, and outliers

32 Changing the data, and outliers

33 Box-and-whisker plots

34 Box-and-whisker plots

35 BONUS! Extra practice problems.

**Data distributions**

36 Introduction to data distributions

37 RESOURCE: Quiz solutions for this section

38 Mean, variance, and standard deviation

39 Mean, variance, and standard deviation

40 Frequency histograms and polygons, and density curves

41 Frequency histograms and polygons, and density curves

42 Symmetric and skewed distributions and outliers

43 Symmetric and skewed distributions and outliers

44 Normal distributions and z-scores

45 Normal distributions and z-scores

46 BONUS! Extra practice problems.

**Probability**

47 Introduction to probability

48 RESOURCE: Quiz solutions for this section

49 Simple probability

50 Simple probability

51 The addition rule, and union vs. intersection

52 The addition rule, and union vs. intersection

53 Independent and dependent events and conditional probability

54 Independent and dependent events and conditional probability

55 Bayes’ theorem

56 BONUS! Extra practice problems.

**Discrete random variables**

57 Introduction to discrete random variables

58 RESOURCE: Quiz solutions for this section

59 Discrete probability

60 Discrete probability

61 Transforming random variables

62 Transforming random variables

63 Combinations of random variables

64 Combinations of random variables

65 Permutations and combinations

66 Permutations and combinations

67 Binomial random variables

68 Binomial random variables

69 Poisson distributions

70 Poisson distributions

71 “At least” and “at most,” and mean, variance, and standard deviation

72 “At least” and “at most,” and mean, variance, and standard deviation

73 Bernoulli random variables

74 Bernoulli random variables

75 Geometric random variables

76 Geometric random variables

77 BONUS! Extra practice problems.

**Sampling**

78 Introduction to sampling

79 RESOURCE: Quiz solutions for this section

80 Types of studies

81 Types of studies

82 Sampling and bias

83 Sampling and bias

84 Sampling distribution of the sample mean

85 Sampling distribution of the sample mean

86 Sampling distribution of the sample proportion

87 Sampling distribution of the sample proportion

88 Confidence interval for a population mean

89 Confidence interval for a population mean

90 Confidence interval for a population proportion

91 Confidence interval for a population proportion

92 BONUS! Extra practice problems.

**Hypothesis testing**

93 Introduction to hypothesis testing

94 RESOURCE: Quiz solutions for this section

95 Inferential statistics and hypotheses

96 Inferential statistics and hypotheses

97 Significance level and type I and II errors

98 Significance level and type I and II errors

99 Test statistics for one- and two-tailed tests

100 Test statistics for one- and two-tailed tests

101 The p-value and rejecting the null

102 The p-value and rejecting the null

103 Hypothesis testing for the population proportion

104 Hypothesis testing for the population proportion

105 BONUS! Extra practice problems.

**Regression**

106 Introduction to regression

107 RESOURCE: Quiz solutions for this section

108 Scatterplots and regression

109 Scatterplots and regression

110 Correlation coefficient and the residual

111 Correlation coefficient and the residual

112 Coefficient of determination and root-mean-square error

113 Coefficient of determination and root-mean-square error

114 Chi-square tests

115 Chi-square tests

116 BONUS! Extra practice problems.

**Final exam and wrap-up**

117 Probability & Statistics final exam

118 Wrap-up

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