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Regression Project

Key Concepts Learned:

  • 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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