4 Commits

Author SHA1 Message Date
Mark Aron Szulyovszky b5ddee8dce feat(HPO): added run_hpo script (#237)
* feat(HPO): added `run_hpo` script

* fix(Linter): ran

* feat(HPO): removed any reference to sweep (superseeded by optuna)

* fix(HPO): optimize for sharpe

* fix(Config): removed glassnode data, save trials from hpo

* feat(Labelling): added three-balanced method works again

* fix(BetSizing): set the correct class labels

* fix(HPO): powerset should return what's expected, added two new normalization methods

* fix(Linter): ran

* fix(DataLoader): sort the dataframe when fetching data

* fix(Config): only take z-score of other assets
2022-03-15 14:43:16 +01:00
Mark Aron Szulyovszky 95b0499430 fix(Config): rename sliding_window_size to initial_window_size (#235) 2022-03-13 16:05:16 +01:00
Mark Aron Szulyovszky 8dd2d88740 chore(Linter): reformatted code with black (#211)
* chore(Linter): reformatted code with black

* Create black.yaml
2022-02-17 19:22:17 +01:00
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