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Bias-Variance Trade-off
Understanding the balance between underfitting and overfitting in models. -
Polynomial Regression
Exploring regression models with polynomial features to capture non-linear relationships. -
Regularization
Techniques to prevent overfitting by adding penalties to the model. -
L1 and L2 Loss
Learning the differences and applications of L1 (Lasso) and L2 (Ridge) regularization techniques.
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