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#rstats programming class fail. I did not do a great job explaining PCA and clustering. This was probably my most confusing class, and I confess I wasn't prepared to cover the math. You win some, you lose some. Thankfully, there is StatQuest and their videos.
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PCA: youtu.be/HMOI_lkzW08
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Kmeans: youtu.be/4b5d3muPQmA