#78: Scikit-learn 75:Supervised Learning 53: Intuition for Partial Least Squares

Описание

The video discusses the intuition for Partial Least Squares with emphasis on PLS-W2A algorithm.

Timeline
(no coding)


00:00 - Outline of video
01:06 - What is Partial Least Squares (PLS)?
01:44 - When and why use Partial Least Squares (PLS)?
02:41 - Where is PLS generally used?
03:07 - Example: Quality of apples
04:41 - Principal Component Regression (PCR)
06:38 - Partial Least Squares (PLS)
10:14 - PLSCanonical: Algorithm PLS-W2A
14:53 - PLSSVD
15:39 - PLSRegression
16:15 - Canonical Correlation Analysis (CCA)
16:43 - Cross decomposition in Scikit-learn
18:21 - Code snippet
18:41 - Ending notes

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# Code for PLS-W2A
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Link: https://learndataa.com/2021/04/30/partial-least-squares-pls-w2a-algorithm/