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A toolkit for machine learning from time series

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### Describe the issue As new base classes were introduced by #996 , we should update the similarity search module to use these classes. We are still in the context...

API design
maintenance
similarity search

Fix #385 Deep learning base models now have a loading function to load a saved pretrained model and skip the fitting phase. This required testing the functionality in deep base,...

enhancement
classification
clustering
regression
deep learning
examples

### Describe the issue See #1382. The update to `scipy

forecasting
maintenance
dependencies

### Describe the bug The non-standard methods in `LearningShapeletClassifier` were breaking the CI, likely due to the naming of `transform`. These have been commented out for now. They should be...

bug
good first issue
classification

### Describe the issue The size of the package on PyPi has reached 50+ MB and is increasing bit-by-bit each release. We should consider finding ways to reduce this by...

maintenance

### Describe the issue As part of GSoC 2024 NumFOCUS is running a project to enhance the security of open source projects (https://github.com/numfocus/gsoc/issues/470). We have expressed interest in being involved,...

maintenance

see #1372 #1375 ### Describe the feature or idea you want to propose when a class that extends BaseSeriesTransformer is passed a pd.Series or pd.DataFrame, we currently leave it up...

enhancement
transformations

### Describe the feature or idea you want to propose classes that extend with BaseSeriesTransformer are mostly designed to work with np.ndarrays (see later issue for pandas discussion). I have...

enhancement
transformations

#### Reference Issues/PRs #### What does this implement/fix? Explain your changes. This PR adds further caching to the CI allowing all dependencies and wheels to be cache'd and restored locally...

maintenance
testing

### Describe the issue After having ShapeDTW in the distance module (see #754 ) , the old [ShapeDTW classifier](https://github.com/aeon-toolkit/aeon/blob/main/aeon/classification/distance_based/_shape_dtw.py) can be deprecated given its KNN couple with ShapeDTW. The implementation...

classification
maintenance
distances