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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 following dev discussion about codecov, looking at lack of testing coverage for networks. I think its because it lacks tests...

enhancement
good first issue
deep learning
networks

### Describe the bug For PAM-LCSS and PAM-EDR sometimes the correct amount of clusters are not assigned. Specifically LCSS on Adiac and EDR on OliveOil assign incorrect number of clusters....

bug
clustering
distances

### Describe the issue Some of the estimators that use joblib for parallelization use process-based backend, while other use threads-based backend. Ideally, we want this to be a parameter tunable...

good first issue
API design
maintenance

#### Reference Issues/PRs Fixes #1777 #### What does this implement/fix? Explain your changes. Add class_weight parameter to classifiers that use sklearn based estimators ### PR checklist - [x] The PR...

enhancement
classification

### Describe the feature or idea you want to propose as I understand it, deep learning estimators save a model by default, as is standard practice in the field. This...

enhancement
deep learning

### Describe the issue The `tf.keras.layers.Reshape` was introduced in `clustering/deep_learnin` to make the input shape of the encoder equal to the output shape of the decoder which is already being...

good first issue
clustering

This is PR refactors TDE to use SFA_FAST. - Added a new class `_tde_fast.py` with `FastTemporalDictionaryEnsemble` - Removed Multivariate support for now - Runtime still not optimal

enhancement
classification

#### Reference Issues/PRs fixes #1724 #### What does this implement/fix? Explain your changes. Removes the version bound on `keras` (if CI passes).

maintenance
dependencies

Updates the version bound on numpy to include 2.0.0.

maintenance
dependencies

### Describe the issue linked to the documentation just having a play with similarity search, some examples in the docstring would be helpful. ### Suggest a potential alternative/fix _No response_

documentation
good first issue
similarity search