# Review of Linear Models

## Notation and setup under the Normal Equations

## Revisiting the Loss Function under the lens of Gradient Descent
{{< embed ../notebooks/supervised_linear_models.ipynb echo=True >}}

## Adding Complexity to Lienar Models via Feature Expansion
{{< embed ../notebooks/polynomial_regression.ipynb echo=True >}}

