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Lec-6.2 Math Behind Simple Linear Regression (Arif Butt @ Data Science)
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3:04 Learning Agenda
5:19 Statistics (A Recap)
06:20 What is Variance?
10:21 What is Covariance?
16:02 What is Correlation?
19:38 What is Regression?
20:44 Types of Regression
22:00 Simple Linear Regression
23:35 An Intuitive Understanding of Simple Linear Regression
28:55 An Intuition of Ordinary Least Squares Method (OLS)
33:07 Minimize the Cost Function to Derive Regression Coefficients
37:53 Derivation of Regression Coefficients for Best Fit Regression Line using OLS Method
45:55 Example (Simple Linear Regression using OLS)
52:32 How to Evaluate the Regression Models?
01:03:08 Task To Do
5:19 Statistics (A Recap)
06:20 What is Variance?
10:21 What is Covariance?
16:02 What is Correlation?
19:38 What is Regression?
20:44 Types of Regression
22:00 Simple Linear Regression
23:35 An Intuitive Understanding of Simple Linear Regression
28:55 An Intuition of Ordinary Least Squares Method (OLS)
33:07 Minimize the Cost Function to Derive Regression Coefficients
37:53 Derivation of Regression Coefficients for Best Fit Regression Line using OLS Method
45:55 Example (Simple Linear Regression using OLS)
52:32 How to Evaluate the Regression Models?
01:03:08 Task To Do
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