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So instead I’ve decided to change my modelling setup. First I reduced min accuracy threshold for the custom callback. Requiring a threshold of 0.95 suddenly seems too tight and 0.8 is better as converging is guaranteed to happen fast and essentially we call for an early stopping not to overfit.