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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 Add LSTM-AD as an anomaly detector to aeon. Reference paper: http://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2015-56.pdf ### Describe your proposed solution - TimeEval implementation: https://github.com/TimeEval/TimeEval-algorithms/tree/main/lstm_ad...

enhancement
implementing algorithms
deep learning
anomaly detection

### Describe the issue linked to the documentation big changes have resulted in a lot of broken links, this is the output from sphynx generated by @CodeLionX - [ ]...

documentation

### Describe the feature or idea you want to propose The Extended Isolation Forest improves upon the Isolation Forest method. ### Describe your proposed solution Implement directly in aeon: -...

enhancement
implementing algorithms
anomaly detection

### Describe the feature or idea you want to propose IDK² and s-IDK² (sliding window) can be used for anomalous subsequence detection. ### Describe your proposed solution Implement both variants...

enhancement
implementing algorithms
anomaly detection

### Describe the feature or idea you want to propose The [`PyODAdapter`](https://github.com/aeon-toolkit/aeon/blob/main/aeon/anomaly_detection/_pyodadapter.py) in aeon allows us to use any outlier detector from [PyOD](https://github.com/yzhao062/pyod), which were originally proposed for relational data,...

enhancement
good first issue
interfacing algorithms
anomaly detection

### Describe the feature or idea you want to propose The [`PyODAdapter`](https://github.com/aeon-toolkit/aeon/blob/main/aeon/anomaly_detection/_pyodadapter.py) in aeon allows us to use any outlier detector from [PyOD](https://github.com/yzhao062/pyod), which were originally proposed for relational data,...

enhancement
good first issue
interfacing algorithms
anomaly detection

### Describe the feature or idea you want to propose The [`PyODAdapter`](https://github.com/aeon-toolkit/aeon/blob/main/aeon/anomaly_detection/_pyodadapter.py) in aeon allows us to use any outlier detector from [PyOD](https://github.com/yzhao062/pyod), which were originally proposed for relational data,...

enhancement
good first issue
interfacing algorithms
anomaly detection

### Describe the feature or idea you want to propose The [`PyODAdapter`](https://github.com/aeon-toolkit/aeon/blob/main/aeon/anomaly_detection/_pyodadapter.py) in aeon allows us to use any outlier detector from [PyOD](https://github.com/yzhao062/pyod), which were originally proposed for relational data,...

enhancement
good first issue
interfacing algorithms
anomaly detection

### Describe the feature or idea you want to propose these two should be easy to adapt for unequal length, see #408 ### Describe your proposed solution swap shape[0] for...

enhancement
clustering

`all_extras` has grown to be very large, and in reality installing all these dependencies is not necessary for most use cases. We should split `all_extras` into package specific dependency groups,...

enhancement
dependencies