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to the different samples. Ensure that the data is properly preprocessed and normalized if necessary. Step 3: Applying ICA Now, we can apply ICA to the mixed signals using the FastICA class from scikit-learn. Let's initialize an instance of FastICA and fit it to the mixed signals: ica =