[Tutorialsplanet.NET] Udemy - R Programming for Statistics and Data Science 2020

File Name

Size

1. Introduction/1. Ten Things You Will Learn in This Course.mp4

49 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 MB

10. Exploratory data analysis/1. Population vs. sample.srt

5.5 kB

10. Exploratory data analysis/2. Mean, median, mode.mp4

10 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

4.0 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 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 MB

10. Exploratory data analysis/6. Covariance and correlation.srt

8.9 kB

10. Exploratory data analysis/6.1 landdata-states.csv

464 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_customer.csv

16 kB

10. Exploratory data analysis/7.2 Practical Example RE Data - Solution.html

136 B

10. Exploratory data analysis/7.3 practical_product.csv

13 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 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_kg.csv

264 B

11. Hypothesis Testing/11.2 Comparing two means - dependent samples - exercise solution.html

168 B

11. Hypothesis Testing/11.3 weight_data_exercise_lbs.csv

237 B

11. Hypothesis Testing/12. Comparing two means - Independent samples.mp4

44 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

66 MB

11. Hypothesis Testing/2. Standard Error and Confidence Intervals.srt

12 kB

11. Hypothesis Testing/3. Hypothesis testing.mp4

82 MB

11. Hypothesis Testing/3. Hypothesis testing.srt

10 kB

11. Hypothesis Testing/3.1 R Programming for Statistics and Data Science - Course notes - Hypothesis testing.pdf

700 kB

11. Hypothesis Testing/4. Type I and Type II errors.mp4

42 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 kB

11. Hypothesis Testing/5. Test for the mean - population variance known.mp4

59 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 Test for the mean - population variance known exercise solution.html

178 B

11. Hypothesis Testing/6.2 ztest-a.csv

234 B

11. Hypothesis Testing/7. The P-value.mp4

61 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 kB

11. Hypothesis Testing/8. Test for the mean - Population variance unknown.mp4

55 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

58 MB

12. Linear Regression Analysis/1. The linear regression model.srt

7.1 kB

12. Linear Regression Analysis/2. Correlation vs regression.mp4

16 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

38 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 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 Linear regression in R - solution.html

147 B

12. Linear Regression Analysis/6.2 real_estate_price_size_year_view.csv

3.4 kB

12. Linear Regression Analysis/7. Decomposition of variability SST, SSR, SSE.mp4

49 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 MB

12. Linear Regression Analysis/8. R-squared.srt

6.6 kB

12. Linear Regression Analysis/9. Completed 100% of the course.html

1.9 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 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

15 MB

2. Getting started/3. Quick guide to the RStudio user interface.srt

11 kB

2. Getting started/3.1 RStudio shortcuts.pdf

685 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

28 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

25 MB

3. The building blocks of R/13. Building a function in R (basics).srt

12 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

3. The building blocks of R/15.1 Building a function in R - solution.html

151 B

3. The building blocks of R/16. Using the script vs. using the console.mp4

9.3 MB

3. The building blocks of R/16. Using the script vs. using the console.srt

4.0 kB

3. The building blocks of R/2. Exercise 1 Creating an object in R.html

817 B

3. The building blocks of R/2.1 Creating an object in R - solution.html

150 B

3. The building blocks of R/3. Data types in R - Integers and doubles.mp4

8.4 MB

3. The building blocks of R/3. Data types in R - Integers and doubles.srt

6.5 kB

3. The building blocks of R/4. Data types in R - Characters and logicals.mp4

6.4 MB

3. The building blocks of R/4. Data types in R - Characters and logicals.srt

4.6 kB

3. The building blocks of R/5. Objects and Data Types.html

156 B

3. The building blocks of R/6. Exercise 2 Data types in R.html

1.2 kB

3. The building blocks of R/6.1 Data types in R - solution.html

140 B

3. The building blocks of R/7. Coercion rules in R.mp4

5.5 MB

3. The building blocks of R/7. Coercion rules in R.srt

3.7 kB

3. The building blocks of R/8. Exercise 3 Coercion rules in R.html

644 B

3. The building blocks of R/8.1 Coercion Rules in R - Solution.html

144 B

3. The building blocks of R/9. Functions in R.mp4

6.2 MB

3. The building blocks of R/9. Functions in R.srt

4.3 kB

4. Vectors and vector operations/1. Intro.mp4

12 MB

4. Vectors and vector operations/1. Intro.srt

1.8 kB

4. Vectors and vector operations/10. Slicing and indexing a vector in R.mp4

19 MB

4. Vectors and vector operations/10. Slicing and indexing a vector in R.srt

8.1 kB

4. Vectors and vector operations/11. Extracting elements from a vector.html

156 B

4. Vectors and vector operations/12. Exercise 9 Indexing and slicing a vector.html

432 B

4. Vectors and vector operations/12.1 Indexing and slicing a vector - solution.html

156 B

4. Vectors and vector operations/13. Changing the dimensions of an object in R.mp4

8.9 MB

4. Vectors and vector operations/13. Changing the dimensions of an object in R.srt

5.5 kB

4. Vectors and vector operations/13.1 Course notes - Section II, III, IV.pdf

630 kB

4. Vectors and vector operations/14. Exercise 10 Vector attributes - dimensions.html

785 B

4. Vectors and vector operations/14.1 Changing dimensions in R - solution.html

149 B

4. Vectors and vector operations/2. Introduction to vectors.mp4

6.9 MB

4. Vectors and vector operations/2. Introduction to vectors.srt

4.4 kB

4. Vectors and vector operations/3. Vector recycling.mp4

5.1 MB

4. Vectors and vector operations/3. Vector recycling.srt

2.2 kB

4. Vectors and vector operations/4. Exercise 7 Vector recycling.html

1.2 kB

4. Vectors and vector operations/4.1 Vector recycling - solution.html

137 B

4. Vectors and vector operations/5. Naming a vector in R.mp4

9.1 MB

4. Vectors and vector operations/5. Naming a vector in R.srt

3.9 kB

4. Vectors and vector operations/6. Exercise 8 Vector attributes - names.html

585 B

4. Vectors and vector operations/6.1 Vector attributes - names - solution.html

150 B

4. Vectors and vector operations/7. Introduction to vectors.html

156 B

4. Vectors and vector operations/8. Getting help with R.mp4

25 MB

4. Vectors and vector operations/8. Getting help with R.srt

8.5 kB

4. Vectors and vector operations/9. Getting Help with R.html

156 B

5. Matrices/1. Creating a matrix in R.mp4

12 MB

5. Matrices/1. Creating a matrix in R.srt

7.7 kB

5. Matrices/10. Exercise 13 Matrix arithmetic.html

1.3 kB

5. Matrices/10.1 Matrix arithmetic - solution.html

138 B

5. Matrices/11. Matrix operations in R.mp4

10 MB

5. Matrices/11. Matrix operations in R.srt

5.3 kB

5. Matrices/12. Matrix operations.html

156 B

5. Matrices/13. Exercise 14 Matrix operations.html

895 B

5. Matrices/13.1 Matrix operations - solution.html

138 B

5. Matrices/14. Categorical data.mp4

31 MB

5. Matrices/14. Categorical data.srt

4.3 kB

5. Matrices/15. Creating a factor in R.mp4

21 MB

5. Matrices/15. Creating a factor in R.srt

6.8 kB

5. Matrices/15.1 Course notes - Section II, III, IV, V.pdf

693 kB

5. Matrices/16. Factors in R.html

156 B

5. Matrices/17. Exercise 15 Creating a factor in R.html

415 B

5. Matrices/17.1 Creating a factor in R - solution.html

149 B

5. Matrices/18. Lists in R.mp4

50 MB

5. Matrices/18. Lists in R.srt

8.1 kB

5. Matrices/19. Exercise Lists in R.html

1.5 kB

5. Matrices/19.1 Lists in R - Exercise Solution.html

133 B

5. Matrices/2. Faster code creating a matrix in a single line of code.mp4

5.7 MB

5. Matrices/2. Faster code creating a matrix in a single line of code.srt

3.3 kB

5. Matrices/20. Completed 33% of the course.html

1.0 kB

5. Matrices/3. Creating a matrix.html

156 B

5. Matrices/4. Exercise 11 Creating a matrix in R.html

682 B

5. Matrices/4.1 Creating a matrix in R - solution.html

149 B

5. Matrices/5. Do matrices recycle.mp4

3.4 MB

5. Matrices/5. Do matrices recycle.srt

1.9 kB

5. Matrices/6. Indexing an element from a matrix.mp4

15 MB

5. Matrices/6. Indexing an element from a matrix.srt

4.6 kB

5. Matrices/7. Slicing a matrix in R.mp4

7.4 MB

5. Matrices/7. Slicing a matrix in R.srt

3.7 kB

5. Matrices/8. Exercise 12 Indexing and slicing a matrix.html

914 B

5. Matrices/8.1 Indexing and slicing a matrix - solution.html

156 B

5. Matrices/9. Matrix arithmetic.mp4

14 MB

5. Matrices/9. Matrix arithmetic.srt

7.3 kB

6. Fundamentals of programming with R/1. Relational operators in R.mp4

7.6 MB

6. Fundamentals of programming with R/1. Relational operators in R.srt

6.4 kB

6. Fundamentals of programming with R/10. Exercise For Loops in R.html

132 B

6. Fundamentals of programming with R/10.1 For Loops in R Exercise Solution.html

130 B

6. Fundamentals of programming with R/11. While loops in R.mp4

7.9 MB

6. Fundamentals of programming with R/11. While loops in R.srt

5.6 kB

6. Fundamentals of programming with R/12. Exercise While loops in R.html

134 B

6. Fundamentals of programming with R/12.1 While Loops in R Exercise Solution.html

132 B

6. Fundamentals of programming with R/13. Repeat loops in R.mp4

6.4 MB

6. Fundamentals of programming with R/13. Repeat loops in R.srt

4.1 kB

6. Fundamentals of programming with R/14. Loops in R.html

156 B

6. Fundamentals of programming with R/15. Building a function in R 2.0.mp4

32 MB

6. Fundamentals of programming with R/15. Building a function in R 2.0.srt

6.7 kB

6. Fundamentals of programming with R/15.1 Generate the data we used in the previous lessons.html

136 B

6. Fundamentals of programming with R/16. Building a function in R 2.0 - Scoping.mp4

52 MB

6. Fundamentals of programming with R/16. Building a function in R 2.0 - Scoping.srt

6.7 kB

6. Fundamentals of programming with R/17. Exercise Scoping.html

350 B

6. Fundamentals of programming with R/17.1 Scoping Exercise Solution.html

126 B

6. Fundamentals of programming with R/18. Completed 50% of the course.html

1.1 kB

6. Fundamentals of programming with R/2. Logical operators in R.mp4

5.1 MB

6. Fundamentals of programming with R/2. Logical operators in R.srt

4.0 kB

6. Fundamentals of programming with R/3. Vectors and logicals operators.mp4

3.9 MB

6. Fundamentals of programming with R/3. Vectors and logicals operators.srt

3.0 kB

6. Fundamentals of programming with R/4. Relational and Logical operators in R.html

156 B

6. Fundamentals of programming with R/5. Exercise Logical operators.html

67 B

6. Fundamentals of programming with R/5.1 Logical operators exercise solution.html

138 B

6. Fundamentals of programming with R/6. If, else, else if statements in R.mp4

9.7 MB

6. Fundamentals of programming with R/6. If, else, else if statements in R.srt

6.9 kB

6. Fundamentals of programming with R/7. Exercise If, else, else if statements in R.html

1.3 kB

6. Fundamentals of programming with R/7.1 If, else, else if - exercise solution.html

140 B

6. Fundamentals of programming with R/8. If, else, else if statements - Keep-In-Mind's.mp4

6.4 MB

6. Fundamentals of programming with R/8. If, else, else if statements - Keep-In-Mind's.srt

4.8 kB

6. Fundamentals of programming with R/9. For loops in R.mp4

12 MB

6. Fundamentals of programming with R/9. For loops in R.srt

8.8 kB

7. Data frames/1. Intro.mp4

6.6 MB

7. Data frames/1. Intro.srt

1.3 kB

7. Data frames/10. Getting a sense of your data frame.mp4

8.9 MB

7. Data frames/10. Getting a sense of your data frame.srt

5.2 kB

7. Data frames/10.1 pokRdex-comma.csv

50 kB

7. Data frames/11. Indexing and slicing a data frame in R.mp4

10 MB

7. Data frames/11. Indexing and slicing a data frame in R.srt

5.6 kB

7. Data frames/12. Data frame operations.html

156 B

7. Data frames/13. Extending a data frame in R.mp4

10 MB

7. Data frames/13. Extending a data frame in R.srt

5.2 kB

7. Data frames/14. Exercise 18 Data frame operations.html

1.2 kB

7. Data frames/14.1 Data frames operations - solution.html

144 B

7. Data frames/15. Dealing with missing data in R.mp4

11 MB

7. Data frames/15. Dealing with missing data in R.srt

6.3 kB

7. Data frames/2. Creating a data frame in R.mp4

19 MB

7. Data frames/2. Creating a data frame in R.srt

6.7 kB

7. Data frames/3. Exercise 16 Creating a data frame in R.html

566 B

7. Data frames/3.1 Creating a data frame in R - solution.html

146 B

7. Data frames/4. The Tidyverse package.mp4

15 MB

7. Data frames/4. The Tidyverse package.srt

4.0 kB

7. Data frames/5. Data import in R.mp4

6.5 MB

7. Data frames/5. Data import in R.srt

4.7 kB

7. Data frames/5.1 pokRdex_comma.csv

50 kB

7. Data frames/5.2 pokRdex_tab.txt

111 kB

7. Data frames/6. Importing a CSV in R.mp4

8.2 MB

7. Data frames/6. Importing a CSV in R.srt

4.0 kB

7. Data frames/7. Data export in R.mp4

6.3 MB

7. Data frames/7. Data export in R.srt

3.5 kB

7. Data frames/8. Exercise 17 Importing and exporting data in R.html

744 B

7. Data frames/8.1 Importing and exporting data in R - solution.html

162 B

7. Data frames/8.2 employee_data.csv

74 kB

7. Data frames/9. Creating data frames.html

156 B

8. Manipulating data/1. Intro.mp4

16 MB

8. Manipulating data/1. Intro.srt

1.6 kB

8. Manipulating data/10. Tidying data.html

156 B

8. Manipulating data/11. Exercise 20 Data tidying with Tidyr.html

696 B

8. Manipulating data/11.1 Data tidying with Tidyr - solution.html

148 B

8. Manipulating data/11.2 tb_untidy.csv

14 kB

8. Manipulating data/11.3 weather_untidy.csv

2.8 kB

8. Manipulating data/2. Data transformation with R - the Dplyr package - Part I.mp4

18 MB

8. Manipulating data/2. Data transformation with R - the Dplyr package - Part I.srt

6.9 kB

8. Manipulating data/3. Data transformation with R - the Dplyr package - Part II.mp4

7.4 MB

8. Manipulating data/3. Data transformation with R - the Dplyr package - Part II.srt

4.1 kB

8. Manipulating data/4. Sampling data with the Dplyr package.mp4

4.0 MB

8. Manipulating data/4. Sampling data with the Dplyr package.srt

2.1 kB

8. Manipulating data/5. Using the pipe operator in R.mp4

7.3 MB

8. Manipulating data/5. Using the pipe operator in R.srt

3.7 kB

8. Manipulating data/6. Manipulating data.html

156 B

8. Manipulating data/7. Exercise 19 Data transformation with Dplyr.html

935 B

8. Manipulating data/7.1 Data transformation with Dplyr - solution.html

155 B

8. Manipulating data/7.2 employee_data.csv

74 kB

8. Manipulating data/8. Tidying data in R - gather() and separate().mp4

19 MB

8. Manipulating data/8. Tidying data in R - gather() and separate().srt

9.0 kB

8. Manipulating data/8.1 tb.csv

11 kB

8. Manipulating data/8.2 billboard.csv

95 kB

8. Manipulating data/9. Tidying data in R - unite() and spread().mp4

6.0 MB

8. Manipulating data/9. Tidying data in R - unite() and spread().srt

3.3 kB

8. Manipulating data/9.1 weather.csv

1.9 kB

9. Visualizing data/1. Intro.mp4

6.7 MB

9. Visualizing data/1. Intro.srt

1.4 kB

9. Visualizing data/10. Exercise 23 Building a box plot with ggplot2.html

1.1 kB

9. Visualizing data/10.1 Building a boxplot with ggplot2 - solution.html

158 B

9. Visualizing data/11. Building a scatterplot with ggplot2.mp4

17 MB

9. Visualizing data/11. Building a scatterplot with ggplot2.srt

7.4 kB

9. Visualizing data/2. Intro to data visualization.mp4

7.4 MB

9. Visualizing data/2. Intro to data visualization.srt

4.8 kB

9. Visualizing data/3. Intro to ggplot2.mp4

24 MB

9. Visualizing data/3. Intro to ggplot2.srt

8.6 kB

9. Visualizing data/3.1 hdi-cpi.csv

6.3 kB

9. Visualizing data/4. Variables revisited.mp4

10 MB

9. Visualizing data/4. Variables revisited.srt

6.9 kB

9. Visualizing data/5. Building a histogram with ggplot2.mp4

23 MB

9. Visualizing data/5. Building a histogram with ggplot2.srt

8.8 kB

9. Visualizing data/5.1 titanic.csv

60 kB

9. Visualizing data/6. Exercise 21 Building a histogram with ggplot2.html

631 B

9. Visualizing data/6.1 employee-data.csv

74 kB

9. Visualizing data/6.2 Building a histogram with ggplot2 - solution.html

160 B

9. Visualizing data/7. Building a bar chart with ggplot2.mp4

12 MB

9. Visualizing data/7. Building a bar chart with ggplot2.srt

8.7 kB

9. Visualizing data/8. Exercise 22 Building a bar chart with ggplot2.html

771 B

9. Visualizing data/8.1 Building a bar chart with ggplot2 - solution.html

162 B

9. Visualizing data/9. Building a box and whiskers plot with ggplot2.mp4

20 MB

9. Visualizing data/9. Building a box and whiskers plot with ggplot2.srt

8.1 kB

[Tutorialsplanet.NET].url

128 B