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A toolkit for machine learning from time series

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### Describe the feature or idea you want to propose we would like to increase the use of type hints, and a good first issue is to add them for...

enhancement
good first issue

### Describe the feature or idea you want to propose currently fit_predict makes estimates on train data by default through cross validation. It hard codes the number of folds to...

enhancement
classification
transformations

as part of #1446, replacing these thin wrappers with BaseSeriesTransformer wrappers, and we also provide our own cut down ACF function (with PACF to follow) through deprecation Two things to...

transformations
deprecation

deprecate transformers we dont want to keep Removes - TimeBinning: not used anywhere, not covered by tests - IndexSubset and ColumnSelect: simple operations - CosineTransformer: one line scikit wrapper -...

transformations
deprecation

### Describe the issue linked to the documentation The [regression API page](https://www.aeon-toolkit.org/en/stable/api_reference/regression.html) should be updated to add new regressors. ### Suggest a potential alternative/fix Look through the regression module estimators,...

documentation
good first issue
regression

### Describe the issue linked to the documentation Some parts of the `ElasticEnsemble` docstring could be improved upon so it looks better in the [API documentation page](https://www.aeon-toolkit.org/en/stable/api_reference/auto_generated/aeon.classification.distance_based.ElasticEnsemble.html#aeon.classification.distance_based.ElasticEnsemble). ### Suggest a...

documentation
good first issue
classification

### Describe the bug Dear authors, I can't run the LITE model in aeon with tensorflow 2.13 Thanks ! ### Steps/Code to reproduce the bug ```python from aeon.datasets import load_classification...

bug
deep learning

### Describe the feature or idea you want to propose To kick off the review of forecasting and hopeful eventual move away from huge collections of wrappers, I will audit...

enhancement
forecasting

Related to: #425 Implemented as per [this paper](http://dbgroup.eecs.umich.edu/files/sigmod07timeseries.pdf), Section 5. Couldn't verify the correctness due to a lack of alternate implementations. I shall continue to work on this once we...

enhancement
distances

Fixes: #1388, also see: #1382

maintenance
full pytest actions