What’s new
Current (0.2.6.dev)
Enhancements
Bugs
API changes
0.2.5
Enhancements
Bump minimum python version to 3.7 (by Fede Raimondo).
Add What’s new section in DOC to document changes (by Fede Raimondo).
Add information on updating the What’s new section before releasing (by Fede Raimondo).
Update docs to make it more uniform (by Kaustubh Patil).
Refactor scoring to allow for registering and callable scorers (by Sami Hamdan).
Update
model_selection
and add capabilities to register searchers (by Sami Hamdan).Add user facing create_pipeline function (by Sami Hamdan).
Update default behavior of setting inner cv according to scikit-learn instead of using outer cv as default (by Sami Hamdan).
Add tests and more algorithms to DynamicSelection (by Sami Hamdan and Shammi More).
Add CV schemes for stratifying based on the grouping variables, useful for regression problems. Check
StratifiedGroupsKFold
andRepeatedStratifiedGroupsKFold
(by Fede Raimondo and Shammi More).Add example for tranform_until (#63 by Shammi More).
Add CBPM transformer (by Sami Hamdan).
ADD register_model (#105 by Sami Hamdan).
Add documentation/example for parallelization (by Sami Hamdan).
Bugs
Fix a hyperparameters setting issue where the parameter had an iterable of only one element (#96 by Sami Hamdan).
Fix installations instruction for latest development version (add
--pre
by Fede Raimondo).Fix target transformers that only normal transformers are wrapped (#94 by Sami Hamdan).
Fix compatibility with new scikit-learn release 0.24 (##108 by Sami Hamdan).
Fix compatibility with multiprocessing in scikit-learn (by Sami Hamdan).
Raise error message when columns in the dataframe are nos strings (#77 by Fede Raimondo).
Fix not implemented bug for decision_function in ExtendedDataFramePipeline (#135 by Sami Hamdan).
Fix Bug in the transformer wrapper implementation (#122 by Sami Hamdan).
Fix Bug of showing Warnings when using confound removal (#152 by Sami Hamdan).
Fix Bug registered scorer not working in dictionary for scoring ( by Sami Hamdan).
API changes
Make api surrounding registering consistently use overwrite (by Sami Hamdan).
Fix Bug Target Transformer missing BaseEstimator (#151 by Sami Hamdan).
Inner cv needs to be provided using search_params. Deprecating cv in model_params (#146 by Sami Hamdan).
Add n_jobs and verbose to run_cross_validation (by Sami Hamdan).