Thanks for responding quickly. For this specific use case I need a regression sklearn model (trained in 10-fold CV) that I want to hyperoptimize using optuna. As my datasets are updated regularly, I'd like to define all of this in a pipeline such that I can easily run everything again once the data is changed.