diff --git a/index.md b/index.md
index 60b23c4..7504059 100644
--- a/index.md
+++ b/index.md
@@ -65,12 +65,5 @@ Each <span class="my_blue">lengthscale</span> is inversely proportional to the s
 
 <ul>
 <li> Use PCA to get the <span class="my_blue">eigenvalues</span> and <span class="my_red">eigenvectors</span> of the training data: \\(\\{ {\color{red}\mathbf{u}\_d},{\color[RGB]{68,114,196}\lambda\_d}\\}\_{d=1}^D\\)
-<li>Define the base kernel:
 
-<img src="./assets/pca_kernel.svg" alt="drawing" width="80%" max-width="800px">
-
-<ul>
-<li>\\( {\color{red}U} = \begin{bmatrix} {\color{red}\mathbf{u}\_1} & {\color{red}\mathbf{u}\_2} \cdots {\color{red}\mathbf{u}\_D} \end{bmatrix} \\) is a matrix containing the <span class="my_red">eigenvectors</span> as columns.
-<li>\\( {\color[RGB]{68,114,196}\boldsymbol{\Sigma}^{-1}\_{\alpha}} = (1-\alpha)\mathbf{I} + \alpha {\color[RGB]{68,114,196}\boldsymbol{\Lambda} } \\) where \\( \color[RGB]{68,114,196}\boldsymbol{\Lambda} \\) is a diagonal matrix containing the <span class="my_blue">eigenvalues</span>
-</ul>
 </ul>
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