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PCA is fundamentally a linear algebra technique. These prerequisites will help you truly understand dimensionality reduction.
PCA is built entirely on these concepts
For understanding the statistics behind PCA
Nice to know for practical applications
Once you've covered the essential prerequisites, you'll have a solid foundation for understanding pca (principal component analysis).
Start Learning PCA (Principal Component Analysis)