Recent Releases of imodels
imodels - Full compatibility with np 2 and latest releases of all common packages
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 1 year ago
imodels - Improved compatibility with recent pandas / sklearn versions
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva about 2 years ago
imodels - Upgrade to sklearn 1.2+
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva about 2 years ago
imodels - Add AutoInterpretableClassifier / AutoInterpretableRegressor
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 2 years ago
imodels - Add TreeGAM
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva almost 3 years ago
imodels - Include header files for MDI+
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva almost 3 years ago
imodels - Greedy Rule List fixes from @mcschmitz
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva about 3 years ago
imodels - Minor viz improvement
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva about 3 years ago
imodels - Add HS sample_weight support
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 3 years ago
imodels - FIGS change to use sigmoid in predict_proba
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 3 years ago
imodels - Improved boosted rules stability
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 3 years ago
imodels - Fixes + Speedups for GRL
Fixed issue with KeyError in GRL + speed up by making call to sklearn stump.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 3 years ago
imodels - Support FIGS Skompiler integration from @mepland
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 3 years ago
imodels - Improved FIGS
Support dtree viz and viz fix for FIGS from @mepland
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 3 years ago
imodels - HS working for multiclass classification
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva almost 4 years ago
imodels - HS working for tree ensembles
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva almost 4 years ago
imodels - Updated visualizations
Improved visualizations: call str(model) or print(model) after fitting.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva almost 4 years ago
imodels - Autogluon release
Consistent printing and API for autogluon integration with following models:
- FIGS
- HSTree
- BoostedRuleSet
- GreedyTree
- RuleFit
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva almost 4 years ago
imodels - Better defaults for FIGS/HS
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 4 years ago
imodels - Publication-version of FIGS, HS
Release of FIGS and Hierarchical Shrinkage models
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 4 years ago
imodels - Add distillation + minor fixes
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 4 years ago
imodels - Shrunk trees and data processing improvements
Shrunk trees added + data util improvements
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 4 years ago
imodels - Added models (C4.5, saps, greedytreeregressor) + remove experiments unnecessary files
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 4 years ago
imodels - Improved model printing
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 4 years ago
imodels - Add explain_classification_errors
- add function to explain classification errors
- improve string printing for several models, especially corels
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 4 years ago
imodels - New models + update docs
Add new classifiers, SlipperRuleClassifier, BOAClassifier, CorelsRuleListClassifier.
Cleaned up some discretizer code.
Updated docs.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 4 years ago
imodels - Includes discretizers + SLIPPER
Adder support for SLIPPER and new discretizer algorithms.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva almost 5 years ago
imodels - Increased sklearn-compatibility
Increased compatibility with sklearn.
One API change: SLIM models now take alpha parameter in init function rather than lambda_reg parameter in fit function.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva about 5 years ago
imodels - Include FPLasso, FPSkope
Refactor rule set functions and recombine to create FPLasso + FPSkope
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 5 years ago
imodels - py3.6 support
Working support for py3.6 and added new models including BoostedRuleSet and OneRRuleList
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 5 years ago
imodels - More stable rulefit
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 5 years ago
imodels - Clean dependencies, stable rule setes
This release cleans up dependencies as well as started a more unified API for rule sets.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 5 years ago
imodels - Tests and improvements across the imodels package.
Added tests ensuring the core imodels package is stable.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva over 5 years ago
imodels - Incorporates more models, such as Greedy Rule List
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva almost 6 years ago
imodels - Initial release
Initial release with working bayesian rule lists.
Scientific Software - Peer-reviewed
- Jupyter Notebook
Published by csinva almost 7 years ago