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The steps of dimensionality reduction using PCA is given below, arrange them in proper order Transform the Old variables using the Eigenvectors to new variables.

The steps of dimensionality reduction using PCA is given below, arrange them in proper order
Transform the Old variables using the Eigenvectors to new variables.
Calculate Eigenvectors (principal components) and Eigenvalues (variance explained by the Eigenvectors).
Normalize the data and then calculate the Covariance matrix.
Decide the number of dimensions to reduce based on the variance explained by the principal components.

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