Recent Releases of arfs
arfs - 2.3.3
What's Changed
- Corrected docstrings and parameter names by @ncooder in https://github.com/ThomasBury/arfs/pull/52
New Contributors
- @ncooder made their first contribution in https://github.com/ThomasBury/arfs/pull/52
Full Changelog: https://github.com/ThomasBury/arfs/compare/2.3.2...2.3.3
- Python
Published by ThomasBury about 1 year ago
arfs - 2.2.5
What's Changed
- Avoid redundant calls to
.absin association matrix by @jlopezpena in https://github.com/ThomasBury/arfs/pull/45 - Relax dependency on lightgbm by @jlopezpena in https://github.com/ThomasBury/arfs/pull/46
New Contributors
- @jlopezpena made their first contribution in https://github.com/ThomasBury/arfs/pull/45
Full Changelog: https://github.com/ThomasBury/arfs/compare/2.2.4...2.2.5
- Python
Published by ThomasBury almost 2 years ago
arfs - 2.2.3
What's Changed
- CollinearityThreshold speedup by @harper357 in https://github.com/ThomasBury/arfs/pull/41
New Contributors
- @harper357 made their first contribution in https://github.com/ThomasBury/arfs/pull/41
Full Changelog: https://github.com/ThomasBury/arfs/compare/2.2.2...2.2.3
- Python
Published by ThomasBury about 2 years ago
arfs - 2.0.0
In this release, I've introduced some exciting new features and enhancements:
- Introducing the option to use fasttreeshap implementation to compute shap importance, offering improved performance. Please note that fasttreeshap does not currently support XGBoost.
- We've added a powerful new feature: lasso feature selection, ideal for models without interactions like LM, GLM, and GAM.
- You can now pass lightgbm parameters to GrootCV, providing more flexibility in customizing your models.
- We've fixed a bug related to sample weight shape in mrMR.
- The latest tutorials and notebooks have updated and enhanced the documentation.
These updates will make your experience with our library even more productive and enjoyable. Happy modeling!
- Python
Published by ThomasBury over 2 years ago
arfs - 1.1.0
Complete refactoring and fixing remaining bugs when using catboost
What's Changed
- Fixed handling of categorical features. by @Tialo in https://github.com/ThomasBury/arfs/pull/20
- Refactor binning method for better readability and maintainability by @ThomasBury in https://github.com/ThomasBury/arfs/pull/21
- Fixed catboost and added new tqdm by @Tialo in https://github.com/ThomasBury/arfs/pull/22
New Contributors
- @Tialo made their first contribution in https://github.com/ThomasBury/arfs/pull/20
Full Changelog: https://github.com/ThomasBury/arfs/compare/1.0.7...1.1.0
- Python
Published by ThomasBury almost 3 years ago
arfs - 1.0.2
The first version of ARFS: - Parallelization of functions applied on pandas data frame - Faster and more modular association measures - Removing dependencies (e.g. dython) - Better static and interactive visualization - Sklearn selectors rather than a big class - Discretization of continuous and categorical predictors - Minimal redundancy maximal relevance feature selection added (a subset of all relevant predictors), based on Uber's MRmr flavor - architecture closer to the scikit-learn one
- Python
Published by ThomasBury about 3 years ago
arfs - 0.3.0
- Fix the Borutapy feature counts, now adds up to nfeatures
- Fix the boxplot colours, when only rejected and accepted (no tentative) the background color was the tentative color
- Numpy docstring style
- Implement the new lightGBM callbacks. The new lgbm version (>3.3.0) implements the early stopping using a callback rather than an argument
- Fix a bug for computing the shap importance when the estimator is lightGBM and the task is classification
- Add ranking and absolute ranking attributes for all the classes
- Fix future pandas TypeError when computing numerical values on a dataframe containing non-numerical columns
- Add housing data to the distribution
- Add "extreme" sampling methods
- Re-run the NBs
- Python
Published by ThomasBury about 4 years ago
arfs - Association collinearity filtering
Introduces collinearity filtering for a mix of categorical and continuous variables
- Python
Published by ThomasBury over 4 years ago