Safety vulnerability ID: 64847
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Evalml version 0.42.0 updates its minimum required version of numpy to >=1.21.0 from the previously specified >=1.20.0. This change addresses the security issue CVE-2021-33430.
https://github.com/alteryx/evalml/pull/3207/commits/2e3daedb4d800952d5f8c7488450df870ed09a48
Latest version: 0.84.0
an AutoML library that builds, optimizes, and evaluates machine learning pipelines using domain-specific objective functions
Enhancements
- Required the separation of training and test data by ``gap`` + 1 units to be verified by ``time_index`` for time series problems 3208
- Added support for boolean features for ``ARIMARegressor`` 3187
- Updated dependency bot workflow to remove outdated description and add new configuration to delete branches automatically 3212
- Added ``n_obs`` and ``n_splits`` to ``TimeSeriesParametersDataCheck`` error details 3246
Fixes
- Fixed classification pipelines to only accept target data with the appropriate number of classes 3185
- Added support for time series in ``DefaultAlgorithm`` 3177
- Standardized names of featurization components 3192
- Removed empty cell in text_input.ipynb 3234
- Removed potential prediction explanations failure when pipelines predicted a class with probability 1 3221
- Dropped NaNs before partial dependence grid generation 3235
- Allowed prediction explanations to be json-serializable 3262
- Fixed bug where ``InvalidTargetDataCheck`` would not check time series regression targets 3251
- Fixed bug in ``are_datasets_separated_by_gap_time_index`` 3256
Changes
- Raised lowest compatible numpy version to 1.21.0 to address security concerns 3207
- Changed the default objective to ``MedianAE`` from ``R2`` for time series regression 3205
- Removed all-nan Unknown to Double logical conversion in ``infer_feature_types`` 3196
- Checking the validity of holdout data for time series problems can be performed by calling ``pipelines.utils.validate_holdout_datasets`` prior to calling ``predict`` 3208
Documentation Changes
Testing Changes
Breaking Changes
- Renamed ``DateTime Featurizer Component`` to ``DateTime Featurizer`` and ``Natural Language Featurization Component`` to ``Natural Language Featurizer`` 3192
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