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A friendly introduction to PCA

peterbloem.nl · published 1 September 2020

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https://github.com/pbloem/blog/blob/master/2020/pca/pca-1.ipynb

github.com

https://www.pnas.org/content/112/38/11829

pnas.org

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2735096/

ncbi.nlm.nih.gov

https://emilevankrieken.com/

emilevankrieken.com

https://scikit-learn.org/stable/datasets/index.html

scikit-learn.org

https://www.cl.cam.ac.uk/research/dtg/www/

cl.cam.ac.uk

https://zenodo.org/record/1430636

zenodo.org

https://www.nature.com/articles/nature07331

nature.com

Elsewhere on peterbloem.nl (5)

Eigenvalues and eigenvectors (PCA 2) Read at the source ↗

Proving the spectral theorem (PCA 3) Read at the source ↗

The singular value decomposition (PCA 4) Read at the source ↗

Computing the eigendecomposition and the singular value decomposition (PCA 5) Read at the source ↗

https://peterbloem.nl/publications/unraveling-pca

peterbloem.nl