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Fix typos in PCA lecture
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_freeze/schedule/lectures/lecture_13_pca/execute-results/html.json

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schedule/lectures/lecture_13_pca.qmd

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@@ -104,7 +104,7 @@ we saw that not all high dimensional data was doomed to fail with kNN or kernel
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- We can now represent our data in this new rotated space via
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$$ \boldsymbol Z = [\boldsymbol V]_{:,1:k} = \boldsymbol X \boldsymbol Q, $$
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$$ \boldsymbol Z = \boldsymbol X [\boldsymbol V]_{:,1:k} = \boldsymbol X \boldsymbol Q, $$
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- We refer to the new features in $\boldsymbol Z$ as the **principal components** (PCs) of the data.
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@@ -222,10 +222,10 @@ popmusic_train
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$$
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\underbrace{\boldsymbol X}_{n \times 2} \: \longrightarrow \: \underbrace{\boldsymbol \Phi}_{n \times 14} = \begin{bmatrix}
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1 & X_{11} & X_{12} & X_{11}^2 & X_{11} X_{12} & X_{12}^2 & \ldots & X_{12}^4 \\
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1 & X_{21} & X_{22} & X_{21}^2 & X_{21} X_{22} & X_{22}^2 & \ldots & X_{22}^4 \\
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X_{11} & X_{12} & X_{11}^2 & X_{11} X_{12} & X_{12}^2 & \ldots & X_{12}^4 \\
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X_{21} & X_{22} & X_{21}^2 & X_{21} X_{22} & X_{22}^2 & \ldots & X_{22}^4 \\
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\vdots & \vdots & \vdots & \vdots & \vdots & \vdots & \ddots & \vdots \\
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1 & X_{n1} & X_{n2} & X_{n1}^2 & X_{n1} X_{n2} & X_{n2}^2 & \ldots & X_{n2}^4
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X_{n1} & X_{n2} & X_{n1}^2 & X_{n1} X_{n2} & X_{n2}^2 & \ldots & X_{n2}^4
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\end{bmatrix}
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$$
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