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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 Mahalanobis Distance is the distance distance that takes Covariance into account. Mahalanobis distance is widely used in cluster analysis and...

enhancement
implementing algorithms
distances

#### Reference Issues/PRs Fixes #2004 #### What does this implement/fix? Explain your changes. Added class attributes found in ST that are helpful for interpreting shapelets. They do not serve functionality...

enhancement
classification
transformations

### Describe the feature or idea you want to propose the MERLIN AD detector was introduced in https://github.com/aeon-toolkit/aeon/pull/1343 according to the author, "While I am proud of MERLIN, MADRID does...

enhancement
good first issue
implementing algorithms
anomaly detection

### Describe the issue linked to the documentation - In some dosctring, the math environment is used, which can lead to some variables like `query_length` being not displayed correctly due...

documentation
similarity search

### Describe the issue linked to the documentation Hi. In the "getting started" documentation [here](https://www.aeon-toolkit.org/en/stable/getting_started.html) there is an example for **Pipelines for aeon estimators**. This example throws the following error...

documentation

#### Reference Issues/PRs Depends on PR #2006 - notebook uses the SAST features I added in the mentioned PR. Hence the failed notebook test. #### What does this implement/fix? Explain...

documentation

#### What does this implement/fix? Explain your changes. Currently when running pycatch22 within catch22 a error may occur if the user hasn't imported the module. Instead, a warning is shown...

enhancement
transformations
codecov actions

### Describe the issue linked to the documentation With the addition of Series search in #1900, the theoretical (deep dive) and benchmark notebook should be updated to include the new...

documentation
similarity search

### Describe the issue Recent versions of `ruff` cause failures on our CI due to a few outdated notebooks See https://github.com/aeon-toolkit/aeon/actions/runs/10445173697/job/28920730227?pr=1986 ### Suggest a potential alternative/fix Fix the issues in...

good first issue
maintenance
examples

### Describe the feature or idea you want to propose Now we have a gpu implementation of ROCKET, but it cannot be used in the rocket classifier pipeline, the user...

enhancement
transformations