Matthew Middlehurst

[ENH] Update Catch22 transformer

2

### Describe the feature or idea you want to propose Since its implementation, the numba version of `Catch22` ([code here](https://github.com/aeon-toolkit/aeon/blob/main/aeon/transformations/collection/feature_based/_catch22.py)) has become slightly out of date compared to the [original...

[DOC] Update data_storage and benchmarking_data notebooks

1

Rewrites some of the content, fixes links and regenerates cell output for the mentioned notebooks. Minor changes to other dataset notebooks.

[DOC] Classification notebook tidy

1

todo

[MNT] Add expected results for classifiers and regressors

10

### Describe the issue Typically we like to compare the results of our classifiers and regressors against a saved set. Some algorithms in these packages do not do this currently....

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

### 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...

### 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...

### 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,...

[MNT] Edit CODEOWNERS for upcoming deprecations

1

#### What does this implement/fix? Explain your changes. Updates the CODEOWNERS file to fix some outdated file owners and remove some directories which are either deprecated or going to receive...

See also: #1654 - [x] PyOD adapter for anomaly detection #1586 - [ ] Performance metrics for anomaly detection (PR-AUC or PR-VUS) #1938 - [ ] Examples notebook for anomaly...