Commit Graph

2 Commits

Author SHA1 Message Date
Mark Aron Szulyovszky 6b26643ece feat(Transformations): replaced feature selection pre-processing step with online version (with cache) (#170)
* feat(Transformations): removed feature-selection pre-processing step completely

* fix(Core): removed unnecessary `original_X`

* fix(Transformations): use the X_expanding_window to transform subsequent data

* fix(RFE): should check for model correctly

* fix(Config): only re-train the model every 40 timestamp

* fix(MetaLabeling): pass in the correct X to meta-labeling step

* fix(Transformation): PCA should at least keep as many features as sliding_window_size

* feat(Transformations): cache transformations across the same asset

* fix(Tests): missing preloaded_transformations arg

* chore(Config): got rid of unnecessary 'classification_models' and 'regression_models' dictionary keys
2022-01-17 11:43:51 +01:00
Mark Aron Szulyovszky 1856fcad22 feat(Transformations): added Transformations abstraction & handling in walk_forward_train() & inference() (#161)
* feat(Transformations): added Transformations abstraction & handling in walk_forward_train() & inference()

* fix(WalkForward): use Dataframes to call Transformation.fit_transform()

* feat(WalkForward): restored option for models to recieve unscaled data

* fix(Transformations): output DataFrame as expected

* fix(Tests): missing new property
2022-01-12 23:22:55 +01:00