aeon

1# Aeon Time Series Machine Learning
2 
3## Overview
4 
5Aeon is a scikit-learn compatible Python toolkit for time series machine learning ([aeon-toolkit.org](https://www.aeon-toolkit.org/)). It provides algorithms across classification, regression, clustering, forecasting, anomaly detection, segmentation, similarity search, distances, transformations, benchmarking, and visualization — with a consistent estimator API.
6 
7**Version note:** Reviewed against **aeon 1.6.0** (Python 3.13). Small synthetic checks cover classification, regression, clustering, forecasts, preprocessing, distances, search, segmentation, matrix profiles, metrics, and local dataset I/O. Remote archive and TensorFlow training snippets are illustrative; they were not executed during this review. Reference catalogs are selected methods, not exhaustive lists. See the [1.6 release notes](https://www.aeon-toolkit.org/en/stable/changelogs/v1.6.html).
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9## When to Use This Skill
10 
11Apply this skill when:
12- Classifying or predicting from time series data
13- Detecting anomalies or change points in temporal sequences
14- Clustering similar time series patterns
15- Forecasting future values
16- Finding repeated patterns (motifs) or unusual subsequences (discords)
17- Comparing time series with specialized distance metrics
18- Extracting features from temporal data
19 
20## Installation
21 
22Requires **Python 3.11-3.14**. Pin the reviewed release for reproducibility:
23 
24```bash
25uv pip install "aeon==1.6.0"
26```
27…