Pycaret Versions Save

An open-source, low-code machine learning library in Python

3.3.0

2 months ago

Release: PyCaret 3.3.0

Support for latest version of scikit-learn (1.4) and pandas (2.0) (special thanks to @celestinoxp)
Python 3.8 support has been dropped!

Changes

Remove badge of python 3.7 by @celestinoxp in https://github.com/pycaret/pycaret/pull/3831
Support Pandas 2.0 by @celestinoxp in https://github.com/pycaret/pycaret/pull/3830
fix moving categorical with 2 unique values to ordinal by @tvdboom in https://github.com/pycaret/pycaret/pull/3848
bump "triad" version from 0.9.1 to 0.9.3 (requirements-optional.txt) by @celestinoxp in https://github.com/pycaret/pycaret/pull/3828
Fix create_docker() by @rafinhaLQ in https://github.com/pycaret/pycaret/pull/3838
fixed issue where the "return_train_score" parameter is not passed by @Nelsaur in https://github.com/pycaret/pycaret/pull/3840
(#3841) raise supported MLflow version by @pascal456 in https://github.com/pycaret/pycaret/pull/3842
(#3870) align default value for restack in stack_models by @pascal456 in https://github.com/pycaret/pycaret/pull/3871
Update copyright headers by @celestinoxp in https://github.com/pycaret/pycaret/pull/3892
Support Scikit-learn 1.4 by @celestinoxp in https://github.com/pycaret/pycaret/pull/3857

New Contributors

@rafinhaLQ made their first contribution in https://github.com/pycaret/pycaret/pull/3838
@Nelsaur made their first contribution in https://github.com/pycaret/pycaret/pull/3840

Full Changelog: https://github.com/pycaret/pycaret/compare/3.2.0...3.3.0

3.2.0

5 months ago

Release: PyCaret 3.2.0 (BUG FIXES)

Python 3.11 support has been added!

Changes

During the process of setting up the installation environment, upgrad… by @turkalpmd in https://github.com/pycaret/pycaret/pull/3658
Fix MLflowClient import by @celestinoxp in https://github.com/pycaret/pycaret/pull/3745
[docs] update LightGBM GPU installation docs by @jameslamb in https://github.com/pycaret/pycaret/pull/3734
fix index handling with iterative imputer by @tvdboom in https://github.com/pycaret/pycaret/pull/3762
Update README.md by @moezali1 in https://github.com/pycaret/pycaret/pull/3753
fix error raise in compare_models by @tvdboom in https://github.com/pycaret/pycaret/pull/3773
Pin Werkzeug>=2.2,<3.0 to fix Flask by @Yard1 in https://github.com/pycaret/pycaret/pull/3800
switched to non-positional explicit args and kwargs to catch them by @ngupta23 in https://github.com/pycaret/pycaret/pull/3801
Doc(Update version): No longer support python 3.7 by @wjrforcyber in https://github.com/pycaret/pycaret/pull/3771
Fix target transformation metrics by @Yard1 in https://github.com/pycaret/pycaret/pull/3799
Dependencies: Permit NumPy up to 1.26. CI: Run Python 3.11 on test_linux workflow. by @amotl in https://github.com/pycaret/pycaret/pull/3813
[BUG]: default value for optimize in automl() in regression modules has to be changed by @pascal456 in https://github.com/pycaret/pycaret/pull/3791
(#3796) fix index reference in API creation by @pascal456 in https://github.com/pycaret/pycaret/pull/3817
More Python 3.11 support by @amotl in https://github.com/pycaret/pycaret/pull/3814
Optimize CI by @amotl in https://github.com/pycaret/pycaret/pull/3815
Update xgboost v2 and restrict Python versions by @celestinoxp in https://github.com/pycaret/pycaret/pull/3749
add python 3.11 support by @tvdboom in https://github.com/pycaret/pycaret/pull/3756
Update init.py by @celestinoxp in https://github.com/pycaret/pycaret/pull/3819

New Contributors

@turkalpmd made their first contribution in https://github.com/pycaret/pycaret/pull/3658
@jameslamb made their first contribution in https://github.com/pycaret/pycaret/pull/3734
@wjrforcyber made their first contribution in https://github.com/pycaret/pycaret/pull/3771
@amotl made their first contribution in https://github.com/pycaret/pycaret/pull/3813
@pascal456 made their first contribution in https://github.com/pycaret/pycaret/pull/3791

Full Changelog: https://github.com/pycaret/pycaret/compare/3.1.0...3.2.0

3.1.0

7 months ago

Release: PyCaret 3.1.0 (BUG FIXES, API CHANGES)

Python 3.7 support has been dropped and PyCaret is no longer tested with Python 3.7 or guaranteed to work with 3.7.
deep_check and eda functions have been removed. Calling those functions will raise exceptions.

Changes

Fix groups and pipelines that alter number of rows by @tvdboom in https://github.com/pycaret/pycaret/pull/3629
Fixed dead links in Tutorial docs by @mbellitti in https://github.com/pycaret/pycaret/pull/3646
Fix for sktime changes in recent versions by @ngupta23 in https://github.com/pycaret/pycaret/pull/3652
[Bug Fix] Fixed issues caused by old deprecated pandas-profiling library to new updated ydata-profiling by @beingmechon in https://github.com/pycaret/pycaret/pull/3649
removed support for python 3.7 by @ngupta23 in https://github.com/pycaret/pycaret/pull/3677
[BUG]: Enable random_state for class imbalance by @arghhjayy in https://github.com/pycaret/pycaret/pull/3676
Update README.md by @moezali1 in https://github.com/pycaret/pycaret/pull/3682
Resolve double-printed plots during ts experiment by @chrimaho in https://github.com/pycaret/pycaret/pull/3670
fix groups bug, cuml version bug and missing installed libraries bug by @tvdboom in https://github.com/pycaret/pycaret/pull/3710
limiting statsforecast due to deprecation of parallel argument by @ngupta23 in https://github.com/pycaret/pycaret/pull/3731
Validate data_split_shuffle for timeseries CV by @Yard1 in https://github.com/pycaret/pycaret/pull/3711
Fix classification custom metric label encoding by @Yard1 in https://github.com/pycaret/pycaret/pull/3715
Fix iterative imputer with many categories by @Yard1 in https://github.com/pycaret/pycaret/pull/3713
Strip pipeline in tune_model, fix memory pickling by @Yard1 in https://github.com/pycaret/pycaret/pull/3714
Remove deepchecks and eda by @Yard1 in https://github.com/pycaret/pycaret/pull/3712

New Contributors

@mbellitti made their first contribution in https://github.com/pycaret/pycaret/pull/3646
@beingmechon made their first contribution in https://github.com/pycaret/pycaret/pull/3649
@arghhjayy made their first contribution in https://github.com/pycaret/pycaret/pull/3676

Full Changelog: https://github.com/pycaret/pycaret/compare/3.0.4...3.1.0

3.0.4

9 months ago

Release: PyCaret 3.0.4 (MAINTENANCE UPDATE)

Changes

Pin sklearn<1.3.0, bump version to 3.0.4, cleanup by @Yard1 in https://github.com/pycaret/pycaret/pull/3628

Full Changelog: https://github.com/pycaret/pycaret/compare/3.0.3...3.0.4

3.0.3

9 months ago

Release: PyCaret 3.0.3 (BUG FIXES)

Changes

fix feature selection by @tvdboom in https://github.com/pycaret/pycaret/pull/3562
Remove deprecated matplotlib parameter by @Yard1 in https://github.com/pycaret/pycaret/pull/3574
DagsHubLogger: support programmatic logging / Bug Fix: incorrect url splitter, mlflow nested run by @timho102003 in https://github.com/pycaret/pycaret/pull/3577
Update README.md by @moezali1 in https://github.com/pycaret/pycaret/pull/3584
Fix missing USI argument in CometLogger by @Yard1 in https://github.com/pycaret/pycaret/pull/3587
Pin catboost<1.2 on Mac by @Yard1 in https://github.com/pycaret/pycaret/pull/3586
Fixes TS Plotting Issue by @ngupta23 in https://github.com/pycaret/pycaret/pull/3599
prep for pipeline change needed when we upgrade sktime to 0.19.1 by @ngupta23 in https://github.com/pycaret/pycaret/pull/3598
Version related fixes by @ngupta23 in https://github.com/pycaret/pycaret/pull/3596
Remove use_train_data from plot_model by @Yard1 in https://github.com/pycaret/pycaret/pull/3595
Fix bad label dtype in clf predict_model by @Yard1 in https://github.com/pycaret/pycaret/pull/3619
Fix column reorder causing duplicate columns by @Yard1 in https://github.com/pycaret/pycaret/pull/3620
Force np.float64 for CBLOF by @Yard1 in https://github.com/pycaret/pycaret/pull/3621

New Contributors

@timho102003 made their first contribution in https://github.com/pycaret/pycaret/pull/3577

Full Changelog: https://github.com/pycaret/pycaret/compare/3.0.2...3.0.3

3.0.2

11 months ago

Release: PyCaret 3.0.2 (BUG FIXES)

Changes

Fix MLflow nesting and model artifacts by @Yard1 in https://github.com/pycaret/pycaret/pull/3559
Unpin holoviews by @Yard1 in https://github.com/pycaret/pycaret/pull/3560

Full Changelog: https://github.com/pycaret/pycaret/compare/3.0.1...3.0.2

3.0.1

11 months ago

Release: PyCaret 3.0.1 (BUG FIXES)

Changes

Added and organized badges by @ngupta23 in https://github.com/pycaret/pycaret/pull/3412
Pin numpy<1.24 by @Yard1 in https://github.com/pycaret/pycaret/pull/3414
Cleanup cuML ImportError message by @beckernick in https://github.com/pycaret/pycaret/pull/3423
add duplicate indices check by @tvdboom in https://github.com/pycaret/pycaret/pull/3430
added index cleaning utility for time series by @ngupta23 in https://github.com/pycaret/pycaret/pull/3448
fix of CatboostRegresser on GPU with distribution. by @kyosuke0924 in https://github.com/pycaret/pycaret/pull/3458
Comet Compare Logging Bug Fix by @sherpan in https://github.com/pycaret/pycaret/pull/3462
Restrict evidently version by @mike0sv in https://github.com/pycaret/pycaret/pull/3465
fix np array check when get_feature_names_out is unavailable by @tvdboom in https://github.com/pycaret/pycaret/pull/3470
Update functional.py by @Denny-Hwang in https://github.com/pycaret/pycaret/pull/3473
pinned sktime until issue is fixed by @ngupta23 in https://github.com/pycaret/pycaret/pull/3474
disabling failing tests for now. by @ngupta23 in https://github.com/pycaret/pycaret/pull/3494
added STLForecaster by @ngupta23 in https://github.com/pycaret/pycaret/pull/3476
Added dynamic seasonal type detection and removed bad models by @ngupta23 in https://github.com/pycaret/pycaret/pull/3477
update to new schemdraw by @tvdboom in https://github.com/pycaret/pycaret/pull/3500
Fix for TBATS issues on M3 dataset by @ngupta23 in https://github.com/pycaret/pycaret/pull/3478
Check duplicate cols by @tvdboom in https://github.com/pycaret/pycaret/pull/3485
Enhanced seasonality type detection by @ngupta23 in https://github.com/pycaret/pycaret/pull/3518
Pin holoviews<=1.14.9 in requirements-optional by @Yard1 in https://github.com/pycaret/pycaret/pull/3521
Fix fugue tests by @goodwanghan in https://github.com/pycaret/pycaret/pull/3504
Fix predict_model with transform_target by @Yard1 in https://github.com/pycaret/pycaret/pull/3519
Ensure finalize_model logs correct pipeline by @Yard1 in https://github.com/pycaret/pycaret/pull/3520
Fix tree plot with no label encoder by @Yard1 in https://github.com/pycaret/pycaret/pull/3480
provided option for users to provide seasonality type by @ngupta23 in https://github.com/pycaret/pycaret/pull/3533
Time Series blend_models enhancements and bug fixes by @ngupta23 in https://github.com/pycaret/pycaret/pull/3534
Fix metrics being zero in predict_model by @Yard1 in https://github.com/pycaret/pycaret/pull/3537
Fix save_model with catboost by @Yard1 in https://github.com/pycaret/pycaret/pull/3481
Remove leaveoneout by @tvdboom in https://github.com/pycaret/pycaret/pull/3543

New Contributors

@kyosuke0924 made their first contribution in https://github.com/pycaret/pycaret/pull/3458
@mike0sv made their first contribution in https://github.com/pycaret/pycaret/pull/3465
@Denny-Hwang made their first contribution in https://github.com/pycaret/pycaret/pull/3473

Full Changelog: https://github.com/pycaret/pycaret/compare/3.0.0...3.0.1

3.0.0

1 year ago

Release: PyCaret 3.0

This is a major update introducing multiple new features and bug fixes as well as breaking API changes. Please refer to the documentation and tutorials for more information.

PyCaret 2.0 code will most likely not run without changes!

Main changes

New Time Series Forecasting module
Far-reaching internal refactor for better performance, consistency and developer productivity
New object-oriented API that can be used alongside the functional API
Completely refactored preprocessing
Prevented target leakage by using pipelines in cross-validation
Compatibility with latest scikit-learn
Support for scikit-learn-intelex for better performance on CPU
New experiment logging API with MLFLow, Weights & Biases, DagsHub and CometML support
Distributed parallel computation with Fugue
Reworked tutorials and documentation
Removal of outdated NLP and ARules modules
Multiple other fixes and improvements

Full Changelog

Black by @Yard1 in https://github.com/pycaret/pycaret/pull/836
Black by @Yard1 in https://github.com/pycaret/pycaret/pull/838
Added unit tests for simple imputer and fixed minor issues by @wkuopt in https://github.com/pycaret/pycaret/pull/974
Added imputation strategy for time columns for simple imputer by @wkuopt in https://github.com/pycaret/pycaret/pull/978
Fixed the cutoff of long text in png graphs by @wkuopt in https://github.com/pycaret/pycaret/pull/992
Fixed Dummify for satisfying sklearn pipeline structure by @wkuopt in https://github.com/pycaret/pycaret/pull/1004
added initial dataset per https://github.com/pycaret/pycaret/issues/1038 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1044
Time series metrics by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1067
Fixed Reduce_Dimensions_For_Supervised_Path for satisfying sklearn pipeline by @wkuopt in https://github.com/pycaret/pycaret/pull/1006
Time series splitter by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1082
Time Series (create_model) - Initial PR by @ngupta23 in https://github.com/pycaret/pycaret/pull/1068
Added more model types by @ngupta23 in https://github.com/pycaret/pycaret/pull/1089
Time series ensemble models by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1105
tune_model + create_model updates by @ngupta23 in https://github.com/pycaret/pycaret/pull/1114
Time Series metrics cleanup by @ngupta23 in https://github.com/pycaret/pycaret/pull/1119
Time series seasonal parameter and fh splitting data. by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1129
Initial additions for Random Grid Search for Time Series by @ngupta23 in https://github.com/pycaret/pycaret/pull/1164
Better Grid Search by @ngupta23 in https://github.com/pycaret/pycaret/pull/1173
feat: compare time series models by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1174
Break up PycaretExperiment by @Yard1 in https://github.com/pycaret/pycaret/pull/1175
Fixes circular imports by @ngupta23 in https://github.com/pycaret/pycaret/pull/1177
Alternative approach to TS scikit models by @Yard1 in https://github.com/pycaret/pycaret/pull/1196
added more scikit models along with proper grid search (previously placeholder only) by @ngupta23 in https://github.com/pycaret/pycaret/pull/1195
Seasonality check Flag by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1199
Ts scikit models by @ngupta23 in https://github.com/pycaret/pycaret/pull/1198
Improve create model + change seasonal_parameter to seasonal_period by @ngupta23 in https://github.com/pycaret/pycaret/pull/1210
feat: Tbats and bats models by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1243
improved defaults and improved flow demonstration by @ngupta23 in https://github.com/pycaret/pycaret/pull/1242
Ts datasets by @ngupta23 in https://github.com/pycaret/pycaret/pull/1247
Ts moez feedback by @ngupta23 in https://github.com/pycaret/pycaret/pull/1256
Cleaning up models by @ngupta23 in https://github.com/pycaret/pycaret/pull/1265
Fold Strategy Updates by @ngupta23 in https://github.com/pycaret/pycaret/pull/1282
Added catboost model by @ngupta23 in https://github.com/pycaret/pycaret/pull/1286
[FEAT] Auto ARIMA by @ngupta23 in https://github.com/pycaret/pycaret/pull/1294
tune_model fixes and cleanup by @ngupta23 in https://github.com/pycaret/pycaret/pull/1306
Time Series predict_model by @ngupta23 in https://github.com/pycaret/pycaret/pull/1332
finalize_model by @ngupta23 in https://github.com/pycaret/pycaret/pull/1340
added dummylogger by @tvdboom in https://github.com/pycaret/pycaret/pull/1341
Support for negative values in time series by @ngupta23 in https://github.com/pycaret/pycaret/pull/1347
Support for custom folds by @ngupta23 in https://github.com/pycaret/pycaret/pull/1353
fix for non default optimize metric by @ngupta23 in https://github.com/pycaret/pycaret/pull/1361
added display for test metrics in predict model by @ngupta23 in https://github.com/pycaret/pycaret/pull/1363
Added cutoffs to score dataframe by @ngupta23 in https://github.com/pycaret/pycaret/pull/1370
fix: time series model types available by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1354
fix: Blend model voting with weight Uniforms by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1375
fix for compare_model folds by @ngupta23 in https://github.com/pycaret/pycaret/pull/1378
Added R2 metric container by @ngupta23 in https://github.com/pycaret/pycaret/pull/1380
feat: Prophet model by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1279
Add polynomial_features to preprocessing by @IncubatorShokuhou in https://github.com/pycaret/pycaret/pull/1434
initial changes until splitters by @ngupta23 in https://github.com/pycaret/pycaret/pull/1462
more updates to make sktime 0.7.0 compatible. Disabled ensemble/blend for now by @ngupta23 in https://github.com/pycaret/pycaret/pull/1466
fix: blending compatible with sktime 0.7.0 by @TremaMiguel in https://github.com/pycaret/pycaret/pull/1469
Add transformation by @IncubatorShokuhou in https://github.com/pycaret/pycaret/pull/1451
Ts sktime 0p7 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1493
Added test_model functionality by @ngupta23 in https://github.com/pycaret/pycaret/pull/1495
[timeseries] Fix_fit_and_score metrics not getting their kwargs by @Yard1 in https://github.com/pycaret/pycaret/pull/1512
Use __getattr__ in pipeline for fit vars by @Yard1 in https://github.com/pycaret/pycaret/pull/1511
Added Time Series Plots by @satya-pattnaik in https://github.com/pycaret/pycaret/pull/1544
plot_model functionality by @ngupta23 in https://github.com/pycaret/pycaret/pull/1513
Multiple Time Series Fixes and Enhancements by @ngupta23 in https://github.com/pycaret/pycaret/pull/1585
Update Plots by @ngupta23 in https://github.com/pycaret/pycaret/pull/1587
Time series fix #1558, #1556, bad assert in compare_models, etc. by @Yard1 in https://github.com/pycaret/pycaret/pull/1586
Ts plot modifications by @satya-pattnaik in https://github.com/pycaret/pycaret/pull/1614
Further fixes to time series module by @ngupta23 in https://github.com/pycaret/pycaret/pull/1615
Fix load_model() not working without running setup() first by @Yard1 in https://github.com/pycaret/pycaret/pull/1617
Fix Stats Index by @ngupta23 in https://github.com/pycaret/pycaret/pull/1619
Multiple Fixes and Residual Analysis Added by @ngupta23 in https://github.com/pycaret/pycaret/pull/1620
Pycaret time series - Added Decomp Plots(classical/STL) by @satya-pattnaik in https://github.com/pycaret/pycaret/pull/1657
Added decomposition plot by @satya-pattnaik in https://github.com/pycaret/pycaret/pull/1647
added decomp wrapper per #1580 and cleanup by @ngupta23 in https://github.com/pycaret/pycaret/pull/1661
Option to enforce Predicton Interval by @ngupta23 in https://github.com/pycaret/pycaret/pull/1662
chanegs per #1663 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1664
Time Series Bug Fixes and Error Handling by @ngupta23 in https://github.com/pycaret/pycaret/pull/1668
Fix MLFlow logging for Time Series by @Yard1 in https://github.com/pycaret/pycaret/pull/1673
Refactor unit tests by @ngupta23 in https://github.com/pycaret/pycaret/pull/1687
Time Series fixes before Beta Release by @ngupta23 in https://github.com/pycaret/pycaret/pull/1704
Datasets + Plot Model fixes by @ngupta23 in https://github.com/pycaret/pycaret/pull/1712
master to time_series by @Yard1 in https://github.com/pycaret/pycaret/pull/1706
Fix mlflow params logging by @Yard1 in https://github.com/pycaret/pycaret/pull/1718
fix added for #1713 which broke because of prev fix for #1702 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1719
update docstrings for pycaret.time_series by @moezali1 in https://github.com/pycaret/pycaret/pull/1717
more updates to time_series docstring by @moezali1 in https://github.com/pycaret/pycaret/pull/1729
Update requirements.txt by @Yard1 in https://github.com/pycaret/pycaret/pull/1733
Update requirements.txt by @Yard1 in https://github.com/pycaret/pycaret/pull/1734
Fix log_plots functionality by @Yard1 in https://github.com/pycaret/pycaret/pull/1737
Pin statsmodels, plotly by @Yard1 in https://github.com/pycaret/pycaret/pull/1738
TS beta fixes by @ngupta23 in https://github.com/pycaret/pycaret/pull/1742
Time series Beta Release updates by @ngupta23 in https://github.com/pycaret/pycaret/pull/1743
Fix custom grids for time series by @Yard1 in https://github.com/pycaret/pycaret/pull/1776
Ts fixes by @ngupta23 in https://github.com/pycaret/pycaret/pull/1774
Time series fixes to push to beta release by @ngupta23 in https://github.com/pycaret/pycaret/pull/1784
Logging and MLFlow enhancements & fixes by @ngupta23 in https://github.com/pycaret/pycaret/pull/1789
Dataset fixes by @ngupta23 in https://github.com/pycaret/pycaret/pull/1781
streamlit support per #1783 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1798
Grand Means Model + tune_model choose_better default value change by @ngupta23 in https://github.com/pycaret/pycaret/pull/1806
Time series docs by @Yard1 in https://github.com/pycaret/pycaret/pull/1815
streamlit fix by @ngupta23 in https://github.com/pycaret/pycaret/pull/1820
Time series updated Beta Release by @ngupta23 in https://github.com/pycaret/pycaret/pull/1823
Fixes for Time Series Beta Release by @ngupta23 in https://github.com/pycaret/pycaret/pull/1824
Revert "Fixes for Time Series Beta Release" by @ngupta23 in https://github.com/pycaret/pycaret/pull/1826
fix for no fig.show and added return_fig arg per #1699 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1831
Time series by @ngupta23 in https://github.com/pycaret/pycaret/pull/1841
improved default grid definition for CdsCt per #1846 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1861
fix to eq functions for naive models per #1812 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1860
added column for point estimate within pi (outlier or not) in support of #1836 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1863
Revert "added column for point estimate within pi (outlier or not) in support of #1836" by @ngupta23 in https://github.com/pycaret/pycaret/pull/1869
fix for wrong arguments to create model by @ngupta23 in https://github.com/pycaret/pycaret/pull/1879
Fixed tuning of custom models by @ngupta23 in https://github.com/pycaret/pycaret/pull/1878
fix for non-continuous fh per #1865 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1880
Add support for metrics with custom arguments like MASE, INPI by @Yard1 in https://github.com/pycaret/pycaret/pull/1891
Metrics fix for INPI by @ngupta23 in https://github.com/pycaret/pycaret/pull/1903
Time series Beta Release Update by @ngupta23 in https://github.com/pycaret/pycaret/pull/1908
add RMSSE by @ltsaprounis in https://github.com/pycaret/pycaret/pull/1924
Added support for alphanumeric frequencies by @sayantan1410 in https://github.com/pycaret/pycaret/pull/1912
Add IterativeImputer by @Yard1 in https://github.com/pycaret/pycaret/pull/1948
refactored time series tests per #1892 by @ngupta23 in https://github.com/pycaret/pycaret/pull/1958
Croston by @AJarman in https://github.com/pycaret/pycaret/pull/1960
sp_to_use for time series decomposition plot. by @satya-pattnaik in https://github.com/pycaret/pycaret/pull/1994
Fixed return_data parameter for a few functions by @sayantan1410 in https://github.com/pycaret/pycaret/pull/1966
completed fix for correct seasonal fix in decomp plots by @ngupta23 in https://github.com/pycaret/pycaret/pull/2028
made unit tests more modular per #2029 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2030
Refactor Time Series Experiment setup method by @ngupta23 in https://github.com/pycaret/pycaret/pull/2036
Changed name INPI to Cov_Prob by @sayantan1410 in https://github.com/pycaret/pycaret/pull/2066
Fix for short time series - recommended_D test failure closes #2068 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2076
Added Time Series difference plot by @ngupta23 in https://github.com/pycaret/pycaret/pull/2040
fix for COV_PROB metric by @ngupta23 in https://github.com/pycaret/pycaret/pull/2087
Enhance Time Series Difference Plots - Closes #1654 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2086
cleaned up 101, added new features and reran by @ngupta23 in https://github.com/pycaret/pycaret/pull/2095
Time series Jan 2022 Release by @ngupta23 in https://github.com/pycaret/pycaret/pull/2099
Support for univariate forecasting with exogenous variables by @ngupta23 in https://github.com/pycaret/pycaret/pull/2064
Time series models to use sp_to_use by @drmario-gh in https://github.com/pycaret/pycaret/pull/2101
Add Test for lags Closes #1655 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2100
Time Series changed X to integer based indexing in _fit_and_score by @ngupta23 in https://github.com/pycaret/pycaret/pull/2108
Fix for breaking release by @ngupta23 in https://github.com/pycaret/pycaret/pull/2119
Fix for Prophet with Exogenous Variables by @ngupta23 in https://github.com/pycaret/pycaret/pull/2109
Added plotting of frequency components by @ngupta23 in https://github.com/pycaret/pycaret/pull/2130
fix for sktime 0.10 + major refactor (cleanup) by @ngupta23 in https://github.com/pycaret/pycaret/pull/2131
Added show_versions Closes #2132 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2135
Plotting updates + Bug Fixes for Univariate Forecasting with exogenous variables by @ngupta23 in https://github.com/pycaret/pycaret/pull/2149
Allows to specify a list as seasonal_period and uses multiple seasonalities in TBATS by @drmario-gh in https://github.com/pycaret/pycaret/pull/2152
Making rendering of plots faster by @ngupta23 in https://github.com/pycaret/pycaret/pull/2164
Provide option to enforce models that support exogenous variables only by @ngupta23 in https://github.com/pycaret/pycaret/pull/2171
Multiple changes for Time Series Experiment & Plotting by @ngupta23 in https://github.com/pycaret/pycaret/pull/2182
fixed value error when dataset address was given by @sayantan1410 in https://github.com/pycaret/pycaret/pull/2185
Alphanumeric frequency support in Time Series by @ngupta23 in https://github.com/pycaret/pycaret/pull/2201
Ts fix feb by @ngupta23 in https://github.com/pycaret/pycaret/pull/2212
Fix and Enhancement for Feb Time Series release by @ngupta23 in https://github.com/pycaret/pycaret/pull/2220
Fix for PACF & Global Imports by @ngupta23 in https://github.com/pycaret/pycaret/pull/2227
Rename sp_to_use variables by @ngupta23 in https://github.com/pycaret/pycaret/pull/2250
Refactored Time Series Forecasting by @ngupta23 in https://github.com/pycaret/pycaret/pull/2251
Preprocess time series by @ngupta23 in https://github.com/pycaret/pycaret/pull/1921
Preprocess revamping by @tvdboom in https://github.com/pycaret/pycaret/pull/1492
improved imputation strategies by @tvdboom in https://github.com/pycaret/pycaret/pull/2256
Time Series Plotting Enhancements by @ngupta23 in https://github.com/pycaret/pycaret/pull/2262
Refactor Functional and OOP modules for all tasks by @ngupta23 in https://github.com/pycaret/pycaret/pull/2271
Time Series Preprocessing - Imputing & Exogenous model extension by @ngupta23 in https://github.com/pycaret/pycaret/pull/2274
Refactor dependencies by @tvdboom in https://github.com/pycaret/pycaret/pull/2272
TS Transform, Scale, Save, Load, Refactor by @ngupta23 in https://github.com/pycaret/pycaret/pull/2279
added support for multiple model forecasts per #1616 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2306
Refactored predict_model, unified fh handling by @ngupta23 in https://github.com/pycaret/pycaret/pull/2328
Refactor dependencies by @tvdboom in https://github.com/pycaret/pycaret/pull/2336
Updated ACF and PACF plots to reuse subplot logic directly by @ryanxjhan in https://github.com/pycaret/pycaret/pull/2346
Added warning for not running setup before other functions by @ryanxjhan in https://github.com/pycaret/pycaret/pull/2354
Fix for prediction intervals with pipelines by @ngupta23 in https://github.com/pycaret/pycaret/pull/2360
Time Series Notebooks by @ngupta23 in https://github.com/pycaret/pycaret/pull/2363
Use PyCaret's Display class instead of IPython by @Yard1 in https://github.com/pycaret/pycaret/pull/2365
support for business week plus more seasonal periods per #1854 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2367
Multiple fixes by @ngupta23 in https://github.com/pycaret/pycaret/pull/2389
Time Series - Metrics with missing data by @ngupta23 in https://github.com/pycaret/pycaret/pull/2395
Time Series plotting enhancement by @ngupta23 in https://github.com/pycaret/pycaret/pull/2405
implemented changes for #2368 and added unit tests by @ngupta23 in https://github.com/pycaret/pycaret/pull/2407
Missing Data plot fixes by @ngupta23 in https://github.com/pycaret/pycaret/pull/2413
Ts plot miss data by @ngupta23 in https://github.com/pycaret/pycaret/pull/2416
Refactor import * reference to only import necessary functions #2423 by @NeptuneN in https://github.com/pycaret/pycaret/pull/2433
Refactor import * reference to only import explicit functions #2434 by @NeptuneN in https://github.com/pycaret/pycaret/pull/2435
changes to check_stats, setup display & arguments by @ngupta23 in https://github.com/pycaret/pycaret/pull/2429
implemented some plots for multiple estimators per #2418 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2436
Cleanup: Dependencies, Soft Dependencies & Version Documentation by @ngupta23 in https://github.com/pycaret/pycaret/pull/2422
Support custom metric in ParallelBackend by @goodwanghan in https://github.com/pycaret/pycaret/pull/2448
Create lock_old_threads workflow by @Yard1 in https://github.com/pycaret/pycaret/pull/2456
Limit test concurrency & only run push test on master by @Yard1 in https://github.com/pycaret/pycaret/pull/2457
Merge master to time_series by @Yard1 in https://github.com/pycaret/pycaret/pull/2453
Merge time_series to develop (3.0) by @Yard1 in https://github.com/pycaret/pycaret/pull/2468
Fix check_fairness for multiclass by @Yard1 in https://github.com/pycaret/pycaret/pull/2472
Upgrade to sktime 0.11.3 + changes for prediction deprecations by @ngupta23 in https://github.com/pycaret/pycaret/pull/2481
Updated logging in show_versions by @ngupta23 in https://github.com/pycaret/pycaret/pull/2484
Added setup checks in all base libraries instead of Time Series by @ngupta23 in https://github.com/pycaret/pycaret/pull/2485
Initialize pycaret with numpy array or sparse matrix by @tvdboom in https://github.com/pycaret/pycaret/pull/2504
fixes by @tvdboom in https://github.com/pycaret/pycaret/pull/2503
Better error message by @ngupta23 in https://github.com/pycaret/pycaret/pull/2486
Updated pipeline to use sktime directly by @ngupta23 in https://github.com/pycaret/pycaret/pull/2517
Fix test data by @tvdboom in https://github.com/pycaret/pycaret/pull/2530
Styling by @tvdboom in https://github.com/pycaret/pycaret/pull/2531
Create PyCaret for Machine Learning.md by @Abonia1 in https://github.com/pycaret/pycaret/pull/2471
Fixes clustering anomaly by @ngupta23 in https://github.com/pycaret/pycaret/pull/2545
Fix #2547 by @Yard1 in https://github.com/pycaret/pycaret/pull/2550
Update the regression-tutorial notebook in Japanese by @caron14 in https://github.com/pycaret/pycaret/pull/2515
updated requirements to fix #2542 for 3.0.0rc1 release by @ngupta23 in https://github.com/pycaret/pycaret/pull/2551
Fix #2534 by @Yard1 in https://github.com/pycaret/pycaret/pull/2549
Time Series default metric updated by @ngupta23 in https://github.com/pycaret/pycaret/pull/2544
Small fixes and notebook updates by @ngupta23 in https://github.com/pycaret/pycaret/pull/2555
fix github issues by @tvdboom in https://github.com/pycaret/pycaret/pull/2558
Fix plotting returns (#2547) by @Yard1 in https://github.com/pycaret/pycaret/pull/2557
added pipeline plot by @tvdboom in https://github.com/pycaret/pycaret/pull/2566
added feature_names_in by @tvdboom in https://github.com/pycaret/pycaret/pull/2569
fix for unsupervised experiment plotting by @ngupta23 in https://github.com/pycaret/pycaret/pull/2574
Implements engines per #2323 (without aggregators) by @ngupta23 in https://github.com/pycaret/pycaret/pull/2552
refactor_plot_pipeline by @tvdboom in https://github.com/pycaret/pycaret/pull/2571
Fix predict_model without first running setup by @Yard1 in https://github.com/pycaret/pycaret/pull/2572
convert model doc fix by @moezali1 in https://github.com/pycaret/pycaret/pull/2576
addset docstring to oop setup for clf and reg by @moezali1 in https://github.com/pycaret/pycaret/pull/2595
Display Enhancements by @Yard1 in https://github.com/pycaret/pycaret/pull/2598
Add private versions of some methods, fix plots by @Yard1 in https://github.com/pycaret/pycaret/pull/2597
Time Series - fix index checks by @ngupta23 in https://github.com/pycaret/pycaret/pull/2609
Fugue for PyCaret3 by @goodwanghan in https://github.com/pycaret/pycaret/pull/2604
Improve persistence by @Yard1 in https://github.com/pycaret/pycaret/pull/2612
Fix imbalance by @tvdboom in https://github.com/pycaret/pycaret/pull/2606
Ensure docstring consistency, remove silent arg by @Yard1 in https://github.com/pycaret/pycaret/pull/2611
Fugue: Fix session id and display by @goodwanghan in https://github.com/pycaret/pycaret/pull/2620
Fix colab install by @Yard1 in https://github.com/pycaret/pycaret/pull/2623
Pycaret 3.0 RC1 by @Yard1 in https://github.com/pycaret/pycaret/pull/2624
Lazily show versions of optional imports by @Yard1 in https://github.com/pycaret/pycaret/pull/2632
add portuguese tutorial (CLF101) by @LucasSerra in https://github.com/pycaret/pycaret/pull/2619
Fix text features by @tvdboom in https://github.com/pycaret/pycaret/pull/2643
Remove n_jobs from ARIMA by @Yard1 in https://github.com/pycaret/pycaret/pull/2664
Pin sktime~=0.11.4 by @Yard1 in https://github.com/pycaret/pycaret/pull/2672
Created an enum class for allowed time series plot data types and replaced string usages with TSAllowedPlotDataTypes Enum instances by @desaizeeshan22 in https://github.com/pycaret/pycaret/pull/2655
Fix bad choose_better output by @Yard1 in https://github.com/pycaret/pycaret/pull/2679
Corrected output timing of model successfully loaded messages by @rhoboro in https://github.com/pycaret/pycaret/pull/2678
Fix type hints by @daikikatsuragawa in https://github.com/pycaret/pycaret/pull/2663
[ENH] ✨ integrate plotly-resampler within time-series plot_model by @jonasvdd in https://github.com/pycaret/pycaret/pull/2671
added sklearnex engine (initial intel extension for scikit-learn support) by @PivovarA in https://github.com/pycaret/pycaret/pull/2677
fold_strategy_docfix by @moezali1 in https://github.com/pycaret/pycaret/pull/2699
docfix anomaly by @moezali1 in https://github.com/pycaret/pycaret/pull/2698
fix finalize_model by @tvdboom in https://github.com/pycaret/pycaret/pull/2647
add validation case for timeseries split by @ykskks in https://github.com/pycaret/pycaret/pull/2705
Add verbose conditional to the print() statements. Closes #2703 by @chrimaho in https://github.com/pycaret/pycaret/pull/2715
fixes 3 issues by @tvdboom in https://github.com/pycaret/pycaret/pull/2722
Added additional library to resolve importing error by @dubeyakshat07 in https://github.com/pycaret/pycaret/pull/2709
Fix edge case bug with memory issues by @tvdboom in https://github.com/pycaret/pycaret/pull/2752
Update create_api to add pydantic input and output by @AnthonyA1223 in https://github.com/pycaret/pycaret/pull/2700
Pin fugue~=0.6.6 by @Yard1 in https://github.com/pycaret/pycaret/pull/2776
added rare category grouping by @tvdboom in https://github.com/pycaret/pycaret/pull/2768
Improve dependency checking by @Yard1 in https://github.com/pycaret/pycaret/pull/2782
updated to sktime 13.0 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2792
Add create_date_columns, replace column names in predict_model by @tvdboom in https://github.com/pycaret/pycaret/pull/2798
Fix iterative imputation clustering by @tvdboom in https://github.com/pycaret/pycaret/pull/2812
Add ML library versions to pickle file for compatibility by @rhoboro in https://github.com/pycaret/pycaret/pull/2751
Fix for time series forecast horizon with gaps and exogenous variables by @ngupta23 in https://github.com/pycaret/pycaret/pull/2820
added index handling by @tvdboom in https://github.com/pycaret/pycaret/pull/2826
fix error catb by @tvdboom in https://github.com/pycaret/pycaret/pull/2841
Move tests by @tvdboom in https://github.com/pycaret/pycaret/pull/2839
fix by @tvdboom in https://github.com/pycaret/pycaret/pull/2846
Updated sktime to 0.13.1 to fix #2771 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2847
totally run of tutorial by @ArtificialZeng in https://github.com/pycaret/pycaret/pull/2762
Fix typo by @cspartalis in https://github.com/pycaret/pycaret/pull/2845
fix for failing time series tests due to pmdarima 2.0.0 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2901
Documentation update - fixed broken links by @vladocodes in https://github.com/pycaret/pycaret/pull/2892
adding stand alone docker files for slim and full version. by @mfahadakbar in https://github.com/pycaret/pycaret/pull/2909
Added Intel Accelarator support for Time Series by @ngupta23 in https://github.com/pycaret/pycaret/pull/2898
Translate 2 CLF tutorials in Greek and fix very few typos. by @cspartalis in https://github.com/pycaret/pycaret/pull/2858
fix for use_gpu by @ngupta23 in https://github.com/pycaret/pycaret/pull/2896
fix bugs in preprocessing, predict_model and create_app by @tvdboom in https://github.com/pycaret/pycaret/pull/2866
fix create_api and wrong engine bug by @tvdboom in https://github.com/pycaret/pycaret/pull/2922
Updates Time Series Section by @ngupta23 in https://github.com/pycaret/pycaret/pull/2925
Added python version 3.10 by @ngupta23 in https://github.com/pycaret/pycaret/pull/2802
Do not print logging output in Jupyter by @Yard1 in https://github.com/pycaret/pycaret/pull/2956
Change engine param name and fix create_api by @tvdboom in https://github.com/pycaret/pycaret/pull/2962
flake8 except line length by @tvdboom in https://github.com/pycaret/pycaret/pull/2968
Log experiment USI in MLFlow correctly by @Yard1 in https://github.com/pycaret/pycaret/pull/2982
Remove the duplicate word "the" by @huangzhhui in https://github.com/pycaret/pycaret/pull/2973
Time Series test fix by @ngupta23 in https://github.com/pycaret/pycaret/pull/3026
Fix for prediction limits (time series) by @ngupta23 in https://github.com/pycaret/pycaret/pull/3031
Update optuna to v3 by @keisuke-umezawa in https://github.com/pycaret/pycaret/pull/2932
Fixes time series setup issue on Colab by @ngupta23 in https://github.com/pycaret/pycaret/pull/3028
Modularize customization of time series plots by @ryankarlos in https://github.com/pycaret/pycaret/pull/3009
Relaxes library versions for dependencies by @ngupta23 in https://github.com/pycaret/pycaret/pull/3030
cat imputation default to mode by @tvdboom in https://github.com/pycaret/pycaret/pull/3035
Update requirements.txt by @celestinoxp in https://github.com/pycaret/pycaret/pull/3013
fix import and train test split bugs by @tvdboom in https://github.com/pycaret/pycaret/pull/3056
Add mlflow EDA logging in setup by @ryankarlos in https://github.com/pycaret/pycaret/pull/3010
fix groups by @tvdboom in https://github.com/pycaret/pycaret/pull/3057
add deepcheks, fix groups and pin fairlearn by @tvdboom in https://github.com/pycaret/pycaret/pull/3070
Fix automl with use_holdout (#2924) by @Yard1 in https://github.com/pycaret/pycaret/pull/3086
Update sktime links, add tuning grids for Dummy models by @celestinoxp in https://github.com/pycaret/pycaret/pull/3074
removing extra auc plot checking by @qubiit in https://github.com/pycaret/pycaret/pull/3000
Remove extra renderer check in _resolve_renderer by @Yard1 in https://github.com/pycaret/pycaret/pull/3098
Resolve blockers to using cuML as a computational backend by @beckernick in https://github.com/pycaret/pycaret/pull/3096
updated to match sktime by @ngupta23 in https://github.com/pycaret/pycaret/pull/3100
Updates to Reduced Regression Models by @ngupta23 in https://github.com/pycaret/pycaret/pull/3109
fix groups in plots by @tvdboom in https://github.com/pycaret/pycaret/pull/3101
Custom feature engineering in time series by @ngupta23 in https://github.com/pycaret/pycaret/pull/3110
Fix for time series pipeline order and renamed argument by @ngupta23 in https://github.com/pycaret/pycaret/pull/3119
Aligning get_config with class attributes by @ngupta23 in https://github.com/pycaret/pycaret/pull/3117
fix unsupervised predict_model by @tvdboom in https://github.com/pycaret/pycaret/pull/3127
small fixes by @moezali1 in https://github.com/pycaret/pycaret/pull/3115
Enforce X86 platform spec for scikit-learn-intelex package by @napetrov in https://github.com/pycaret/pycaret/pull/3136
added deprecation warnings by @ngupta23 in https://github.com/pycaret/pycaret/pull/3146
finalize model fix by @ngupta23 in https://github.com/pycaret/pycaret/pull/3145
resolved FutureWarning by @ngupta23 in https://github.com/pycaret/pycaret/pull/3148
time tests to improve runtimes later by @ngupta23 in https://github.com/pycaret/pycaret/pull/3149
removing old time series class from library by @ngupta23 in https://github.com/pycaret/pycaret/pull/3153
Auto Seasonal Period Detection by @ngupta23 in https://github.com/pycaret/pycaret/pull/3151
Fix model equality functions, add test by @Yard1 in https://github.com/pycaret/pycaret/pull/3147
Fix wandb artifacts by @Yard1 in https://github.com/pycaret/pycaret/pull/3165
fix docs by @tvdboom in https://github.com/pycaret/pycaret/pull/3157
Close display in get_leaderboard by @Yard1 in https://github.com/pycaret/pycaret/pull/3171
Added ability to filter out harmonics in seasonal detection by @ngupta23 in https://github.com/pycaret/pycaret/pull/3169
Persistence rework by @Yard1 in https://github.com/pycaret/pycaret/pull/3170
Allow None in get_config by @Yard1 in https://github.com/pycaret/pycaret/pull/3185
fix for sktime 0.15.0 by @ngupta23 in https://github.com/pycaret/pycaret/pull/3198
Fix display detection on non-jupyter Colab by @Yard1 in https://github.com/pycaret/pycaret/pull/3206
Pin pydantic, remove Ray python requirements by @Yard1 in https://github.com/pycaret/pycaret/pull/3216
Fixed Time Series Plotting for some cases by @ngupta23 in https://github.com/pycaret/pycaret/pull/3213
initial implementation for #3202 by @ngupta23 in https://github.com/pycaret/pycaret/pull/3214
Return unmodified dataframe in predict_model by @Yard1 in https://github.com/pycaret/pycaret/pull/3207
Fix IterativeImputer if only one data type is used by @Yard1 in https://github.com/pycaret/pycaret/pull/3231
Added DagsHub Logger Support by @jinensetpal in https://github.com/pycaret/pycaret/pull/3211
Less restrictive column character validation by @tvdboom in https://github.com/pycaret/pycaret/pull/3238
Update checkout version in GH workflows by @Yard1 in https://github.com/pycaret/pycaret/pull/3248
Break up skelarnex engine tests, disable SVM in CI by @Yard1 in https://github.com/pycaret/pycaret/pull/3240
Fix/return all cols in predict_model() by @erwanlc in https://github.com/pycaret/pycaret/pull/3251
initial class isolation by @ngupta23 in https://github.com/pycaret/pycaret/pull/3257
Optimize threshold improvement by @Yard1 in https://github.com/pycaret/pycaret/pull/3280
Upgrade Fugue to 0.8.0 by @goodwanghan in https://github.com/pycaret/pycaret/pull/3275
Update sklearnex requirements by @Alexsandruss in https://github.com/pycaret/pycaret/pull/3267
Drift report rework by @Yard1 in https://github.com/pycaret/pycaret/pull/3262
removed deprecated arguments in sklearn 1.2 by @ngupta23 in https://github.com/pycaret/pycaret/pull/3258
Improve memory/hashing performance by @Yard1 in https://github.com/pycaret/pycaret/pull/3236
Seasonal Period Detection Improvements by @ngupta23 in https://github.com/pycaret/pycaret/pull/3284
[Time Series] Fixed handling of integer indices through data frame column by @ngupta23 in https://github.com/pycaret/pycaret/pull/3282
Fix incompatible types by @daikikatsuragawa in https://github.com/pycaret/pycaret/pull/3081
Update Tutorial: Add Japanese Binary Classification Tutorial - Beginner by @caron14 in https://github.com/pycaret/pycaret/pull/3274
Pin black, isort, flake8 versions in CI by @Yard1 in https://github.com/pycaret/pycaret/pull/3294
Fix issues with RAPIDS models by @Yard1 in https://github.com/pycaret/pycaret/pull/3286
Add support for Comet Logging by @sherpan in https://github.com/pycaret/pycaret/pull/3289
Fix yellowbrick plots being saved without legend by @Yard1 in https://github.com/pycaret/pycaret/pull/3297
Remove tune_model from unsupervised by @Yard1 in https://github.com/pycaret/pycaret/pull/3298
Fix nested mlflow logging by @Yard1 in https://github.com/pycaret/pycaret/pull/3261
Update Binary Classification Tutorial Level Beginner (中文) - CLF101.i… by @Danpilz in https://github.com/pycaret/pycaret/pull/3290
sklearnex clustering compatibility by @ethanglaser in https://github.com/pycaret/pycaret/pull/3300
Remove NLP and ARules modules by @Yard1 in https://github.com/pycaret/pycaret/pull/3299
added notebook tests and pre-commit-hooks for isort and flake8 by @tvdboom in https://github.com/pycaret/pycaret/pull/3252
fix for sktime 0.16.1 release by @ngupta23 in https://github.com/pycaret/pycaret/pull/3312
Fix errors detected by mypy by @daikikatsuragawa in https://github.com/pycaret/pycaret/pull/3334
Time Series Cutoff presentation fix by @ngupta23 in https://github.com/pycaret/pycaret/pull/3335
Added option to force usage of a seasonal period by @ngupta23 in https://github.com/pycaret/pycaret/pull/3336
Fix weights not being set in blend_models by @kumar21120 in https://github.com/pycaret/pycaret/pull/3343
Update broken link by @haizadtarik in https://github.com/pycaret/pycaret/pull/3342
Move CleanColumnNames to the end of pipeline by @Yard1 in https://github.com/pycaret/pycaret/pull/3346
Pin plotly-resampler>=0.8.3.1 by @Yard1 in https://github.com/pycaret/pycaret/pull/3361
Redirect C-level and child output, warn on metric failure by @Yard1 in https://github.com/pycaret/pycaret/pull/3359
Ensure that binary metric arguments are correct by @Yard1 in https://github.com/pycaret/pycaret/pull/3360
Update to pyod>=1.0.8 and remove patches by @Yard1 in https://github.com/pycaret/pycaret/pull/3381
fix categorical columns when numerical by @tvdboom in https://github.com/pycaret/pycaret/pull/3367
Fix all Time Series Notebooks by @ngupta23 in https://github.com/pycaret/pycaret/pull/3388
Set upper limit of joblib memory at 10GB by @Yard1 in https://github.com/pycaret/pycaret/pull/3391
Fix hashing of custom classes by @Yard1 in https://github.com/pycaret/pycaret/pull/3393
Install Ray on Windows by @Yard1 in https://github.com/pycaret/pycaret/pull/3392
Fix predict_model with target transformation by @Yard1 in https://github.com/pycaret/pycaret/pull/3379
fix data attributes and add random_state to remove outliers by @tvdboom in https://github.com/pycaret/pycaret/pull/3382
made oop and functional API same by @ngupta23 in https://github.com/pycaret/pycaret/pull/3408
switched to static renderer to save space by @ngupta23 in https://github.com/pycaret/pycaret/pull/3409
Remove nightly build, bump version to 3.0.0 by @Yard1 in https://github.com/pycaret/pycaret/pull/3411

New Contributors

@tvdboom made their first contribution in https://github.com/pycaret/pycaret/pull/1341
@satya-pattnaik made their first contribution in https://github.com/pycaret/pycaret/pull/1544
@ltsaprounis made their first contribution in https://github.com/pycaret/pycaret/pull/1924
@sayantan1410 made their first contribution in https://github.com/pycaret/pycaret/pull/1912
@AJarman made their first contribution in https://github.com/pycaret/pycaret/pull/1960
@drmario-gh made their first contribution in https://github.com/pycaret/pycaret/pull/2101
@NeptuneN made their first contribution in https://github.com/pycaret/pycaret/pull/2433
@Abonia1 made their first contribution in https://github.com/pycaret/pycaret/pull/2471
@LucasSerra made their first contribution in https://github.com/pycaret/pycaret/pull/2619
@desaizeeshan22 made their first contribution in https://github.com/pycaret/pycaret/pull/2655
@rhoboro made their first contribution in https://github.com/pycaret/pycaret/pull/2678
@jonasvdd made their first contribution in https://github.com/pycaret/pycaret/pull/2671
@PivovarA made their first contribution in https://github.com/pycaret/pycaret/pull/2677
@ykskks made their first contribution in https://github.com/pycaret/pycaret/pull/2705
@chrimaho made their first contribution in https://github.com/pycaret/pycaret/pull/2715
@AnthonyA1223 made their first contribution in https://github.com/pycaret/pycaret/pull/2700
@ArtificialZeng made their first contribution in https://github.com/pycaret/pycaret/pull/2762
@cspartalis made their first contribution in https://github.com/pycaret/pycaret/pull/2845
@vladocodes made their first contribution in https://github.com/pycaret/pycaret/pull/2892
@huangzhhui made their first contribution in https://github.com/pycaret/pycaret/pull/2973
@keisuke-umezawa made their first contribution in https://github.com/pycaret/pycaret/pull/2932
@ryankarlos made their first contribution in https://github.com/pycaret/pycaret/pull/3009
@celestinoxp made their first contribution in https://github.com/pycaret/pycaret/pull/3013
@qubiit made their first contribution in https://github.com/pycaret/pycaret/pull/3000
@beckernick made their first contribution in https://github.com/pycaret/pycaret/pull/3096
@napetrov made their first contribution in https://github.com/pycaret/pycaret/pull/3136
@jinensetpal made their first contribution in https://github.com/pycaret/pycaret/pull/3211
@erwanlc made their first contribution in https://github.com/pycaret/pycaret/pull/3251
@Alexsandruss made their first contribution in https://github.com/pycaret/pycaret/pull/3267
@sherpan made their first contribution in https://github.com/pycaret/pycaret/pull/3289
@Danpilz made their first contribution in https://github.com/pycaret/pycaret/pull/3290
@ethanglaser made their first contribution in https://github.com/pycaret/pycaret/pull/3300
@kumar21120 made their first contribution in https://github.com/pycaret/pycaret/pull/3343
@haizadtarik made their first contribution in https://github.com/pycaret/pycaret/pull/3342

Full Changelog: https://github.com/pycaret/pycaret/compare/2.3.10...3.0.0

2.3.10

2 years ago

Release: PyCaret 2.3.10 | Release Date: April 10th, 2022 (BUG FIXES)

Summary of Changes

Fixed predict_model throwing an exception with loaded pipelines (https://github.com/pycaret/pycaret/pull/2349)
Fixed potential parameter leaking for ParallelBackend - thanks to @goodwanghan (https://github.com/pycaret/pycaret/pull/2339)
Refactored a piece of logic in arules - thanks to @daikikatsuragawa (https://github.com/pycaret/pycaret/pull/2316)
Added Two Tutorials in Chinese - thanks to @ryanxjhan (https://github.com/pycaret/pycaret/pull/2352)
Added CLF101 in Chinese - thanks to @ryanxjhan (https://github.com/pycaret/pycaret/pull/2353)
Added new tutorials in Chinese - thanks to @ryanxjhan (https://github.com/pycaret/pycaret/pull/2375)

2.3.9

2 years ago

Release: PyCaret 2.3.9 | Release Date: March 27th, 2022 (BUG FIXES)

Summary of Changes

Made log_experiment more configurable (https://github.com/pycaret/pycaret/pull/2334, https://github.com/pycaret/pycaret/pull/2335)
Made return_train_score=False use the old output format (https://github.com/pycaret/pycaret/pull/2333)