Filename Size 1. Introduction/1. Ten Things You Will Learn in This Course.mp4 48.9 MB 1. Introduction/1. Ten Things You Will Learn in This Course.srt 4.2 KB 10. Exploratory data analysis/1. Population vs. sample.mp4 12.2 MB 10. Exploratory data analysis/1. Population vs. sample.srt 5.5 KB 10. Exploratory data analysis/2. Mean, median, mode.mp4 10.5 MB 10. Exploratory data analysis/2. Mean, median, mode.srt 6.9 KB 10. Exploratory data analysis/3. Skewness.mp4 7.5 MB 10. Exploratory data analysis/3. Skewness.srt 4 KB 10. Exploratory data analysis/4. Exercise 25 Determining Skewness.html 197 B 10. Exploratory data analysis/4.1 Determining the skew - solution.html 123 B 10. Exploratory data analysis/4.2 skew_1.csv 156 B 10. Exploratory data analysis/4.3 skew_2.csv 161 B 10. Exploratory data analysis/5. Variance, standard deviation, and coefficient of variability.mp4 11.4 MB 10. Exploratory data analysis/5. Variance, standard deviation, and coefficient of variability.srt 8.4 KB 10. Exploratory data analysis/6. Covariance and correlation.mp4 14.1 MB 10. Exploratory data analysis/6. Covariance and correlation.srt 8.9 KB 10. Exploratory data analysis/6.1 landdata-states.csv 463.5 KB 10. Exploratory data analysis/7. Exercise 26 Practical example with real estate data.html 1.1 KB 10. Exploratory data analysis/7.1 practical_product.csv 13.4 KB 10. Exploratory data analysis/7.2 Practical Example RE Data - Solution.html 136 B 10. Exploratory data analysis/7.3 practical_customer.csv 16.4 KB 11. Hypothesis Testing/1. Distributions.mp4 107 MB 11. Hypothesis Testing/1. Distributions.srt 8.7 KB 11. Hypothesis Testing/10. Comparing two means - Dependent samples.mp4 49.3 MB 11. Hypothesis Testing/10. Comparing two means - Dependent samples.srt 9.5 KB 11. Hypothesis Testing/10.1 dependent-samples.csv 102 B 11. Hypothesis Testing/11. Exercise Comparing two means - Dependent samples.html 692 B 11. Hypothesis Testing/11.1 weight_data_exercise_lbs.csv 237 B 11. Hypothesis Testing/11.2 Comparing two means - dependent samples - exercise solution.html 168 B 11. Hypothesis Testing/11.3 weight_data_exercise_kg.csv 264 B 11. Hypothesis Testing/12. Comparing two means - Independent samples.mp4 44.4 MB 11. Hypothesis Testing/12. Comparing two means - Independent samples.srt 7.6 KB 11. Hypothesis Testing/12.1 independent-samples.csv 664 B 11. Hypothesis Testing/2. Standard Error and Confidence Intervals.mp4 65.7 MB 11. Hypothesis Testing/2. Standard Error and Confidence Intervals.srt 11.6 KB 11. Hypothesis Testing/3. Hypothesis testing.mp4 82.2 MB 11. Hypothesis Testing/3. Hypothesis testing.srt 10.3 KB 11. Hypothesis Testing/3.1 R Programming for Statistics and Data Science - Course notes - Hypothesis testing.pdf 700.2 KB 11. Hypothesis Testing/4. Type I and Type II errors.mp4 41.7 MB 11. Hypothesis Testing/4. Type I and Type II errors.srt 4.5 KB 11. Hypothesis Testing/4.1 R Programming for Statistics and Data Science - Course notes - Hypothesis testing.pdf 700.2 KB 11. Hypothesis Testing/5. Test for the mean - population variance known.mp4 58.6 MB 11. Hypothesis Testing/5. Test for the mean - population variance known.srt 9.5 KB 11. Hypothesis Testing/5.1 ztest-a.csv 234 B 11. Hypothesis Testing/6. Exercise Test for the mean - population variance known.html 380 B 11. Hypothesis Testing/6.1 ztest-a.csv 234 B 11. Hypothesis Testing/6.2 Test for the mean - population variance known exercise solution.html 178 B 11. Hypothesis Testing/7. The P-value.mp4 60.6 MB 11. Hypothesis Testing/7. The P-value.srt 6.5 KB 11. Hypothesis Testing/7.1 R Programming for Statistics and Data Science - Course notes - Hypothesis testing.pdf 700.2 KB 11. Hypothesis Testing/8. Test for the mean - Population variance unknown.mp4 54.8 MB 11. Hypothesis Testing/8. Test for the mean - Population variance unknown.srt 7.1 KB 11. Hypothesis Testing/8.1 ttest-a.csv 70 B 11. Hypothesis Testing/9. Exercise Test for the mean - population variance unknown.html 548 B 11. Hypothesis Testing/9.1 Test for the mean - population variance unknown exercise solution.html 180 B 11. Hypothesis Testing/9.2 ttest-a.csv 70 B 12. Linear Regression Analysis/1. The linear regression model.mp4 57.5 MB 12. Linear Regression Analysis/1. The linear regression model.srt 7.1 KB 12. Linear Regression Analysis/2. Correlation vs regression.mp4 15.5 MB 12. Linear Regression Analysis/2. Correlation vs regression.srt 2.1 KB 12. Linear Regression Analysis/3. Geometrical representation.mp4 6.7 MB 12. Linear Regression Analysis/3. Geometrical representation.srt 2.2 KB 12. Linear Regression Analysis/4. First regression in R.mp4 37.9 MB 12. Linear Regression Analysis/4. First regression in R.srt 5.7 KB 12. Linear Regression Analysis/4.1 regression_example.csv 933 B 12. Linear Regression Analysis/5. How to interpret the regression table.mp4 50.3 MB 12. Linear Regression Analysis/5. How to interpret the regression table.srt 5.7 KB 12. Linear Regression Analysis/6. Exercise Doing a regression in R.html 866 B 12. Linear Regression Analysis/6.1 real_estate_price_size_year_view.csv 3.4 KB 12. Linear Regression Analysis/6.2 Linear regression in R - solution.html 147 B 12. Linear Regression Analysis/7. Decomposition of variability SST, SSR, SSE.mp4 49.2 MB 12. Linear Regression Analysis/7. Decomposition of variability SST, SSR, SSE.srt 4.3 KB 12. Linear Regression Analysis/8. R-squared.mp4 34.4 MB 12. Linear Regression Analysis/8. R-squared.srt 6.6 KB 12. Linear Regression Analysis/9. Completed 100% of the course.html 1.2 KB 2. Getting started/1. Intro.mp4 6.8 MB 2. Getting started/1. Intro.srt 1.5 KB 2. Getting started/2. Downloading and installing R & RStudio.mp4 14.1 MB 2. Getting started/2. Downloading and installing R & RStudio.srt 4.5 KB 2. Getting started/3. Quick guide to the RStudio user interface.mp4 14.9 MB 2. Getting started/3. Quick guide to the RStudio user interface.srt 11 KB 2. Getting started/3.1 RStudio shortcuts.pdf 685.4 KB 2. Getting started/4. RStudio's GUI.html 156 B 2. Getting started/5. Changing the appearance in RStudio.mp4 4.2 MB 2. Getting started/5. Changing the appearance in RStudio.srt 2.7 KB 2. Getting started/6. Installing packages in R and using the library.mp4 27.7 MB 2. Getting started/6. Installing packages in R and using the library.srt 7.2 KB 3. The building blocks of R/1. Creating an object in R.mp4 44 MB 3. The building blocks of R/1. Creating an object in R.srt 7.4 KB 3. The building blocks of R/10. Exercise 4 Using functions in R.html 1.3 KB 3. The building blocks of R/10.1 Using functions in R - solution.html 145 B 3. The building blocks of R/11. Functions and arguments.mp4 4.5 MB 3. The building blocks of R/11. Functions and arguments.srt 3.6 KB 3. The building blocks of R/12. Exercise 5 The arguments of a function.html 727 B 3. The building blocks of R/12.1 The arguments of a function - solution.html 154 B 3. The building blocks of R/13. Building a function in R (basics).mp4 24.6 MB 3. The building blocks of R/13. Building a function in R (basics).srt 12.2 KB 3. The building blocks of R/14. Objects and Functions.html 156 B 3. The building blocks of R/15. Exercise 6 Building a function in R.html 831 B