Linear Regression

Linear Regression



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Meaning of 'Linear'

Meaning of ‘Linear’ in Linear Regression

Meaning of 'Regression'

Meaning of ‘Regression’ in Linear Regression

Linear Regression

Linear Regression

Probabilistic Interpretation

Probabilistic Interpretation of Linear Regression

Convex Function

Convex Function

Gradient Descent

Gradient Descent

Polynomial Regression

Polynomial Regression

Data Splitting

Data Splitting

Cross Validation

Cross Validation

Bias Variance Tradeoff

Bias Variance Tradeoff

Regularization

Regularization

Regression Metrics

Regression Metrics

Assumptions

Assumptions Of Linear Regression