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Required the date_index parameter to be specified for time series problems in AutoMLSearch#3041
Allowed time series pipelines to predict on test datasets whose length is less than or equal to the forecast_horizon. Also allowed the test set index to start at 0. #3071
Enabled time series pipeline to predict on data with features that are not known-in-advanced #3094
Fixes
Added in error message when fit and predict/predict_proba data types are different #3036
Fixed bug where ensembling components could not get converted to JSON format #3049
Fixed bug where components with tuned integer hyperparameters could not get converted to JSON format #3049
Included confusion matrix at the pipeline threshold for find_confusion_matrix_per_threshold#3080
Fixed bug where One Hot Encoder would error out if a non-categorical feature had a missing value #3083
Fixed bug where features created from categorical columns by Delayed Feature Transformer would be inferred as categorical #3083