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      1 # Dimensionality Reduction
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      3 ML CH1
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      5 **Definition:** This is where you have the goal of reducing the required data without losing too much information. This is like lossy compression. 
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      7 This can be done by merging multiple correlated features into one. This is referred to as feature extraction where you extract a new feature from existing features to replace them.