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  • $\begingroup$ Why not retrain the model adding the new features to the old ones (after removing correlated ones and maybe doing some features engineering) and see if the scores improve ? and maybe with the new features another algorithm would give better results. $\endgroup$ Commented Mar 9, 2025 at 19:25