Expected Improvement ==================== Expected Improvement (EI) is an acquisition function that scores candidates based on the expected improvement over the current best observation. It balances exploitation (selecting candidates with high predicted values) and exploration (selecting candidates with high uncertainty). .. automodule:: alf_tools.optimizer.acquisition_functions.expected_improvement :members: :show-inheritance: :undoc-members: