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[FreeCourseSite com] Udemy - Statistics for Data Science and Business Analysis
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01 Introduction (Size: 554.82 MB) (Files: 274)
01 Introduction
001 Glossary.xlsx
001 What does the course cover_-subtitle-en.srt
001 What does the course cover_-subtitle-en.vtt
001 What does the course cover_.mp4
02 Sample or population data_
002 Course-notes-descriptive-statistics.pdf
002 Understanding the difference between a population and a sample-subtitle-en.srt
002 Understanding the difference between a population and a sample-subtitle-en.vtt
002 Understanding the difference between a population and a sample.mp4
03 The fundamentals of descriptive statistics
003 Course-notes-descriptive-statistics.pdf
003 The various types of data we can work with-subtitle-en.srt
003 The various types of data we can work with-subtitle-en.vtt
003 The various types of data we can work with.mp4
004 Levels of measurement-subtitle-en.srt
004 Levels of measurement-subtitle-en.vtt
004 Levels of measurement.mp4
005 2.3.Categorical-variables.Visualization-techniques-lesson.xlsx
005 Categorical variables_ Visualization techniques for categorical variables-subtitle-en.srt
005 Categorical variables_ Visualization techniques for categorical variables-subtitle-en.vtt
005 Categorical variables_ Visualization techniques for categorical variables.mp4
006 2.3.Categorical-variables.Visualization-techniques-exercise-solution.xlsx
006 Categorical variables_ Visualization techniques_ Exercise.html
007 2.4.Numerical-variables.Frequency-distribution-table-lesson.xlsx
007 Numerical variables_ Using a frequency distribution table-subtitle-en.srt
007 Numerical variables_ Using a frequency distribution table-subtitle-en.vtt
007 Numerical variables_ Using a frequency distribution table.mp4
008 2.4.Numerical-variables.Frequency-distribution-table-exercise-solution.xlsx
008 Numerical variables_ Using a frequency distribution table_ Exercise.html
009 2.5.The-Histogram-lesson.xlsx
009 Histogram charts-subtitle-en.srt
009 Histogram charts-subtitle-en.vtt
009 Histogram charts.mp4
010 2.5.The-Histogram-exercise-solution.xlsx
010 Histogram charts_ Exercise.html
011 2.6.Cross-table-and-scatter-plot.xlsx
011 Cross tables and scatter plots-subtitle-en.srt
011 Cross tables and scatter plots-subtitle-en.vtt
011 Cross tables and scatter plots.mp4
012 2.6.Cross-table-and-scatter-plot-exercise-solution.xlsx
012 Cross tables and scatter plots_ Exercise.html
04 Measures of central tendency_ asymmetry_ and variability
013 2.7.Mean-median-and-mode-lesson.xlsx
013 The main measures of central tendency_ mean_ median_ mode-subtitle-en.srt
013 The main measures of central tendency_ mean_ median_ mode-subtitle-en.vtt
013 The main measures of central tendency_ mean_ median_ mode.mp4
014 2.7.Mean-median-and-mode-exercise-solution.xlsx
014 Mean_ median_ mode_ Exercise.html
015 2.8.Skewness-lesson.xlsx
015 Measuring skewness-subtitle-en.srt
015 Measuring skewness-subtitle-en.vtt
015 Measuring skewness.mp4
016 2.8.Skewness-exercise-solution.xlsx
016 Skewness_ Exercise.html
017 2.9.Variance-lesson.xlsx
017 Measuring how data is spread out_ calculating variance-subtitle-en.srt
017 Measuring how data is spread out_ calculating variance-subtitle-en.vtt
017 Measuring how data is spread out_ calculating variance.mp4
018 2.9.Variance-exercise-solution.xlsx
018 Variance_ Exercise.html
019 2.10.Standard-deviation-and-coefficient-of-variation-lesson.xlsx
019 Standard deviation and coefficient of variation-subtitle-en.srt
019 Standard deviation and coefficient of variation-subtitle-en.vtt
019 Standard deviation and coefficient of variation.mp4
020 2.10.Standard-deviation-and-coefficient-of-variation-exercise-solution.xlsx
020 Standard deviation and coefficient of variation_ Exercise.html
021 2.11.Covariance-lesson.xlsx
021 Calculating and understanding covariance-subtitle-en.srt
021 Calculating and understanding covariance-subtitle-en.vtt
021 Calculating and understanding covariance.mp4
022 2.11.Covariance-exercise-solution.xlsx
022 Covariance_ Exercise.html
023 2.12.Correlation-lesson.xlsx
023 The correlation coefficient-subtitle-en.srt
023 The correlation coefficient-subtitle-en.vtt
023 The correlation coefficient.mp4
024 2.12.Correlation-exercise-solution.xlsx
024 Correlation coefficient.html
05 Practical example_ descriptive statistics
025 2.13.Practical-example.Descriptive-statistics-lesson.xlsx
025 Practical example-subtitle-en.srt
025 Practical example-subtitle-en.vtt
025 Practical example.mp4
026 2.13.Practical-example.Descriptive-statistics-exercise-solution.xlsx
026 Practical example_ descriptive statistics.html
06 Distributions
027 Course-notes-inferential-statistics.pdf
027 Introduction to inferential statistics-subtitle-en.srt
027 Introduction to inferential statistics-subtitle-en.vtt
027 Introduction to inferential statistics.mp4
028 Course-notes-inferential-statistics.pdf
028 What is a distribution_-subtitle-en.srt
028 What is a distribution_-subtitle-en.vtt
028 What is a distribution_.mp4
029 The Normal distribution-subtitle-en.srt
029 The Normal distribution-subtitle-en.vtt
029 The Normal distribution.mp4
030 3.4.Standard-normal-distribution-lesson.xlsx
030 The standard normal distribution-subtitle-en.srt
030 The standard normal distribution-subtitle-en.vtt
030 The standard normal distribution.mp4
031 3.4.Standard-normal-distribution-exercise-solution.xlsx
031 Standard Normal Distribution_ Exercise.html
032 Understanding the central limit theorem-subtitle-en.srt
032 Understanding the central limit theorem-subtitle-en.vtt
032 Understanding the central limit theorem.mp4
033 Standard error-subtitle-en.srt
033 Standard error-subtitle-en.vtt
033 Standard error.mp4
07 Estimators and estimates
034 Working with estimators and estimates-subtitle-en.srt
034 Working with estimators and estimates-subtitle-en.vtt
034 Working with estimators and estimates.mp4
035 Confidence intervals - an invaluable tool for decision making-subtitle-en.srt
035 Confidence intervals - an invaluable tool for decision making-subtitle-en.vtt
035 Confidence intervals - an invaluable tool for decision making.mp4
036 3.9.The-z-table.xlsx
036 Calculating confidence intervals within a population with a known variance-subtitle-en.srt
036 Calculating confidence intervals within a population with a known variance-subtitle-en.vtt
036 Calculating confidence intervals within a population with a known variance.mp4
037 3.9.The-z-table.xlsx
037 Confidence intervals_ Population variance known_ Exercise.html
038 Student's T distribution-subtitle-en.srt
038 Student's T distribution-subtitle-en.vtt
038 Student's T distribution.mp4
039 3.11.The-t-table.xlsx
039 Calculating confidence intervals within a population with an unknown variance-subtitle-en.srt
039 Calculating confidence intervals within a population with an unknown variance-subtitle-en.vtt
039 Calculating confidence intervals within a population with an unknown variance.mp4
040 3.11.The-t-table.xlsx
040 Population variance unknown_ T-score_ Exercise.html
041 What is a margin of error and why is it important in Statistics_-subtitle-en.srt
041 What is a margin of error and why is it important in Statistics_-subtitle-en.vtt
041 What is a margin of error and why is it important in Statistics_.mp4
08 Confidence intervals_ advanced topics
042 3.13.Confidence-intervals.Two-means.Dependent-samples-lesson.xlsx
042 Calculating confidence intervals for two means with dependent samples-subtitle-en.srt
042 Calculating confidence intervals for two means with dependent samples-subtitle-en.vtt
042 Calculating confidence intervals for two means with dependent samples.mp4
043 3.13.Confidence-intervals.Two-means.Dependent-samples-exercise-solution.xlsx
043 Confidence intervals_ Two means_ Dependent samples_ Exercise.html
044 3.14.Confidence-intervals.Two-means.Independent-samples-Part-1-lesson.xlsx
044 Calculating confidence intervals for two means with independent samples (part 1)-subtitle-en.srt
044 Calculating confidence intervals for two means with independent samples (part 1)-subtitle-en.vtt
044 Calculating confidence intervals for two means with independent samples (part 1).mp4
045 3.14.Confidence-intervals.Two-means.Independent-samples-Part-1-exercise-solution.xlsx
045 Confidence intervals_ Two means_ Independent samples (Part 1)_ Exercise.html
046 3.15.Confidence-intervals.Two-means.Independent-samples-Part-2-lesson.xlsx
046 Calculating confidence intervals for two means with independent samples (part 2)-subtitle-en.srt
046 Calculating confidence intervals for two means with independent samples (part 2)-subtitle-en.vtt
046 Calculating confidence intervals for two means with independent samples (part 2).mp4
047 3.15.Confidence-intervals.Two-means.Independent-samples-Part-2-exercise-solution.xlsx
047 Confidence intervals_ Two means_ Independent samples (Part 2)_ Exercise.html
048 Calculating confidence intervals for two means with independent samples (part 3)-subtitle-en.srt
048 Calculating confidence intervals for two means with independent samples (part 3)-subtitle-en.vtt
048 Calculating confidence intervals for two means with independent samples (part 3).mp4
09 Practical example_ inferential statistics
049 3.17.Practical-example.Confidence-intervals-lesson.xlsx
049 Practical example_ inferential statistics-subtitle-en.srt
049 Practical example_ inferential statistics-subtitle-en.vtt
049 Practical example_ inferential statistics.mp4
050 3.17.Practical-example.Confidence-intervals-exercise-solution.xlsx
050 Practical example_ inferential statistics.html
10 Hypothesis testing_ Introduction
051 The null and the alternative hypothesis-subtitle-en.srt
051 The null and the alternative hypothesis-subtitle-en.vtt
051 The null and the alternative hypothesis.mp4
052 Establishing a rejection region and a significance level-subtitle-en.srt
052 Establishing a rejection region and a significance level-subtitle-en.vtt
052 Establishing a rejection region and a significance level.mp4
053 Type I error vs Type II error-subtitle-en.srt
053 Type I error vs Type II error-subtitle-en.vtt
053 Type I error vs Type II error.mp4
11 Hypothesis testing_ Let's start testing!
054 4.4.Test-for-the-mean.Population-variance-known-lesson.xlsx
054 Test for the mean_ Population variance known-subtitle-en.srt
054 Test for the mean_ Population variance known-subtitle-en.vtt
054 Test for the mean_ Population variance known.mp4
055 4.4.Test-for-the-mean.Population-variance-known-exercise-solution.xlsx
055 Test for the mean_ Population variance known_ Exercise.html
056 Online-p-value-calculator.pdf
056 What is the p-value and why is it one of the most useful tool for statisticians_-subtitle-en.srt
056 What is the p-value and why is it one of the most useful tool for statisticians_-subtitle-en.vtt
056 What is the p-value and why is it one of the most useful tool for statisticians_.mp4
057 4.6.Test-for-the-mean.Population-variance-unknown-lesson.xlsx
057 Test for the mean_ Population variance unknown-subtitle-en.srt
057 Test for the mean_ Population variance unknown-subtitle-en.vtt
057 Test for the mean_ Population variance unknown.mp4
058 4.6.Test-for-the-mean.Population-variance-unknown-exercise-solution.xlsx
058 Test for the mean_ Population variance uknown_ Exercise.html
059 4.7.Test-for-the-mean.Dependent-samples-lesson.xlsx
059 Test for the mean_ Dependent samples-subtitle-en.srt
059 Test for the mean_ Dependent samples-subtitle-en.vtt
059 Test for the mean_ Dependent samples.mp4
060 4.7.Test-for-the-mean.Dependent-samples-exercise-solution.xlsx
060 Test for the mean_ Dependent samples_ Exercise.html
061 4.8.Test-for-the-mean.Independent-samples-Part-1-lesson.xlsx
061 Test for the mean_ Independent samples (Part 1)-subtitle-en.srt
061 Test for the mean_ Independent samples (Part 1)-subtitle-en.vtt
061 Test for the mean_ Independent samples (Part 1).mp4
062 4.9.Test-for-the-mean.Independent-samples-Part-2-lesson.xlsx
062 Test for the mean_ Independent samples (Part 2)-subtitle-en.srt
062 Test for the mean_ Independent samples (Part 2)-subtitle-en.vtt
062 Test for the mean_ Independent samples (Part 2).mp4
063 4.9.Test-for-the-mean.Independent-samples-Part-2-exercise-solution.xlsx
063 Test for the mean_ Independent samples (Part 2)_ Exercise.html
12 Practical example_ hypothesis testing
064 4.10.Hypothesis-testing-section-practical-example.xlsx
064 Practical example_ hypothesis testing-subtitle-en.srt
064 Practical example_ hypothesis testing-subtitle-en.vtt
064 Practical example_ hypothesis testing.mp4
065 4.10.Hypothesis-testing-section-practical-example-exercise.xlsx
065 Practical example_ hypothesis testing.html
13 The fundamentals of regression analysis
066 Introduction to regression analysis-subtitle-en.srt
066 Introduction to regression analysis-subtitle-en.vtt
066 Introduction to regression analysis.mp4
067 5.2.Correlation-and-causation-lesson.xlsx
067 Correlation and causation-subtitle-en.srt
067 Correlation and causation-subtitle-en.vtt
067 Correlation and causation.mp4
068 The linear regression model made easy-subtitle-en.srt
068 The linear regression model made easy-subtitle-en.vtt
068 The linear regression model made easy.mp4
069 What is the difference between correlation and regression_-subtitle-en.srt
069 What is the difference between correlation and regression_-subtitle-en.vtt
069 What is the difference between correlation and regression_.mp4
070 A geometrical representation of the linear regression model-subtitle-en.srt
070 A geometrical representation of the linear regression model-subtitle-en.vtt
070 A geometrical representation of the linear regression model.mp4
071 5.6.Example-lesson.xlsx
071 A practical example - Reinforced learning-subtitle-en.srt
071 A practical example - Reinforced learning-subtitle-en.vtt
071 A practical example - Reinforced learning.mp4
14 Subtleties of regression analysis
072 Decomposing the linear regression model - understanding its nuts and bolts-subtitle-en.srt
072 Decomposing the linear regression model - understanding its nuts and bolts-subtitle-en.vtt
072 Decomposing the linear regression model - understanding its nuts and bolts.mp4
073 What is R-squared and how does it help us_-subtitle-en.srt
073 What is R-squared and how does it help us_-subtitle-en.vtt
073 What is R-squared and how does it help us_.mp4
074 The ordinary least squares setting and its practical applications-subtitle-en.srt
074 The ordinary least squares setting and its practical applications-subtitle-en.vtt
074 The ordinary least squares setting and its practical applications.mp4
075 5.10.Regression-tables-lesson.xlsx
075 Studying regression tables-subtitle-en.srt
075 Studying regression tables-subtitle-en.vtt
075 Studying regression tables.mp4
076 5.10.Regression-tables-exercise-solution.xlsx
076 Regression tables_ Exercise.html
077 The multivariate linear regression model-subtitle-en.srt
077 The multivariate linear regression model-subtitle-en.vtt
077 The multivariate linear regression model.mp4
078 5.12.Adjusted-R-squared-lesson.xlsx
078 Adjusted R-squared-subtitle-en.srt
078 Adjusted R-squared-subtitle-en.vtt
078 Adjusted R-squared.mp4
079 What does the F-statistic show us and why we need to understand it_-subtitle-en.srt
079 What does the F-statistic show us and why we need to understand it_-subtitle-en.vtt
079 What does the F-statistic show us and why we need to understand it_.mp4
15 Assumptions for linear regression analysis
080 OLS assumptions-subtitle-en.srt
080 OLS assumptions-subtitle-en.vtt
080 OLS assumptions.mp4
081 A1_ Linearity-subtitle-en.srt
081 A1_ Linearity-subtitle-en.vtt
081 A1_ Linearity.mp4
082 A2_ No endogeneity-subtitle-en.srt
082 A2_ No endogeneity-subtitle-en.vtt
082 A2_ No endogeneity.mp4
083 A3_ Normality and homoscedasticity-subtitle-en.srt
083 A3_ Normality and homoscedasticity-subtitle-en.vtt
083 A3_ Normality and homoscedasticity.mp4
084 A4_ No autocorrelation-subtitle-en.srt
084 A4_ No autocorrelation-subtitle-en.vtt
084 A4_ No autocorrelation.mp4
085 A5_ No multicollinearity-subtitle-en.srt
085 A5_ No multicollinearity-subtitle-en.vtt
085 A5_ No multicollinearity.mp4
16 Dealing with categorical data
086 5.20.Dummy-variables-lesson.xlsx
086 Dummy variables-subtitle-en.srt
086 Dummy variables-subtitle-en.vtt
086 Dummy variables.mp4
17 Practical example_ regression analysis
087 Practical example_ regression analysis-subtitle-en.srt
087 Practical example_ regression analysis-subtitle-en.vtt
087 Practical example_ regression analysis.mp4
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