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Covariance and Correlation in Statistics

Track :

Mathematics

Lessons no : 17

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What will you learn in this course?

Understand and calculate covariance to measure the relationship between two variables in data analysis
Interpret correlation coefficients to assess the strength and direction of variable relationships in statistical datasets
Apply covariance and correlation concepts to real-world data for effective statistical analysis and decision-making
Differentiate between positive, negative, and zero correlation in practical data scenarios

Utilize covariance and correlation formulas to analyze relationships in diverse datasets and research projects
Evaluate the significance of covariance and correlation in hypothesis testing and statistical inference
Implement covariance and correlation techniques using statistical software for accurate data analysis
Identify limitations of covariance and correlation measures in complex data analysis and interpret results accordingly

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Lessons | 17

Covariance 1 of 17 What is Covariance in Relation to Variance and Correlation

Covariance 1 of 17 What is Covariance in Relation to Variance and Correlation

Covariance 2 of 17 How to Calculate the Variance

Covariance 2 of 17 How to Calculate the Variance

Covariance 3 of 17 Population vs Sample Variance

Covariance 3 of 17 Population vs Sample Variance

Covariance 4 of 17 How to Calculate the Covariance

Covariance 4 of 17 How to Calculate the Covariance

Covariance 5 of 17 What is the Covariance Matrix

Covariance 5 of 17 What is the Covariance Matrix

Covariance 6 of 17 Example of the Covariance Matrix EX 1

Covariance 6 of 17 Example of the Covariance Matrix EX 1

Covariance 7 of 17 Example of the Covariance Matrix EX 2

Covariance 7 of 17 Example of the Covariance Matrix EX 2

Covariance 8 of 17 What is the Correlation Coefficient

Covariance 8 of 17 What is the Correlation Coefficient

Covariance 9 of 17 What is the Correlation Coefficient

Covariance 9 of 17 What is the Correlation Coefficient

Covariance 10 of 17 Covariance Matrix with 3 Data Sets Part 1

Covariance 10 of 17 Covariance Matrix with 3 Data Sets Part 1

Covariance 11 of 17 Covariance Matrix with 3 Data Sets Part 2

Covariance 11 of 17 Covariance Matrix with 3 Data Sets Part 2

Covariance 12 of 17 Covariance Matrix wth 3 Data Sets and Correlation Coefficients

Covariance 12 of 17 Covariance Matrix wth 3 Data Sets and Correlation Coefficients

Covariance 13 of 17 Covariance Matrix using Sample Data

Covariance 13 of 17 Covariance Matrix using Sample Data

Covariance 14 of 17 Covariance Matrix Normalized Correlation Coefficient

Covariance 14 of 17 Covariance Matrix Normalized Correlation Coefficient

Covariance 15 of 17 A Practical Example for the Covariance Example 1

Covariance 15 of 17 A Practical Example for the Covariance Example 1

Covariance 16 of 17 A Practical Example for the Covariance Example 2

Covariance 16 of 17 A Practical Example for the Covariance Example 2

Covariance 17 of 17 A Practical Example for the Covariance Example 3

Covariance 17 of 17 A Practical Example for the Covariance Example 3

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2025-10-06

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Covariance and Correlation course, in this course we will learn about the Covariance and Correlation, their importance, and practical applications in statistics and data analysis.