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general knowledge of some machine learning models
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Principal Component Analysis
Used for dimension reduction
Parametric Models
functional relationship f is defined by a fixed finite form of parameters
Non -parametric model’s
Don’t assume any form of f
Neural Networks
Lasso
Ridge
Cross validation
effectively evaluate a models performance on new unseen data.