[DOC] Changes to first text

TonyBagnall commented 1 week ago

this tidies up shapelet notebooks, but main change is on the text

this wording does not scan for me. I also prefer toolkit to framework. Changed to

aeon is a scikit-learn compatible toolkit for time series machine learning tasks such as anomaly detection, classification, clustering, forecasting, regression, segmentation and similarity search.

We provide a broad library of time series algorithms, including the latest state of the art for many tasks.
Our algorithms are all implemented as efficiently as possible by, for example, using numba.
aeon is built on top of scikit-learn, allowing for easy integration with other machine learning libraries and other time series packages.

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aeon-actions-bot[bot] commented 1 week ago

Thank you for contributing to `aeon`

I have added the following labels to this PR based on the changes made: [ $\color{#45FD64}{\textsf{examples}}$ ]. Feel free to change these if they do not properly represent the PR.

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aeon-toolkit / aeon