Dimensionality reduction techniques

Slides

• Introduction - Linear algebra [revisited] pdf
• Principal components analysis (PCA) pdf
• MDS, Isomap, t-SNE pdf
• Intro to learning representations pdf

TD

• TD 1 - intro to PCA pdf
• TD 2 - PCA and SVD pdf
• TD 3 - MDS, Isomap, t-SNE pdf

TP

• TP 1 – Python basics: mutability pitfalls view notebook | download notebook
• TP 2 – Scientific computing with Python and NumPy view notebook | download notebook
• TP 3 – Linear algebra and PCA with numpy view notebook | download notebook
• TP 4 – MDS, Isomap, t-SNE view notebook | download notebook

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