Examples

Forecasting

Forecasting with sktime

Forecasting with sktime - appendix: forecasting, supervised regression, and pitfalls in confusing the two

Probabilistic Forecasting with sktime

Hierarchical, Global, and Panel Forecasting with sktime

Window Splitters in Sktime

Classification

Time Series Classification, Regression, Clustering & More

Multi-variate time series classification using a simple CNN

Multi-variate time series classification using a simple CNN

Multi-variate time series classification using InceptionTime

Channel Selection in Multivariate Time Series Classification

Dictionary based time series classification in sktime

Early time series classification with sktime

Interval based time series classification in sktime

Regression

To come!

Clustering

Partition based time series clustering in sktime

Annotation

Time Series Segmentation with sktime and ClaSP

Transformation

Overview of this notebook

Transformers cheat sheets

4 Forecasting Pipelines, Tuning, and AutoML

The Canonical Time-series Characteristics (catch22) transform

Feature extraction with tsfresh transformer

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Time series interpolating with sktime

MiniRocket

Demo of the PlateauFinder transformer

Demo of ROCKET transform

The Signature Method with Sktime

Theta Lines transformer

Data

In-memory data representations and data loading

Loading data into sktime

Other

Introduction to sktime

Benchmarking with sktime

Benchmarking - comparing estimator performance

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MLflow