Examples#

Forecasting#

Overview of forecasting

Probabilistic forecasting

Hierarchical, global, and panel forecasting

Forecasting with aeon and scikit-learn

Window splitters for forecasting

Classification#

Overview of Time Series Classification (TSC)

Convolution based TSC

Deep learning based TSC

Dictionary based TSC

Distance based TSC

Feature based TSC

Hybrid TSC

Interval based TSC

Shapelet based TSC

Early TSC

Channel selection in multivariate TSC

Regression#

Overview of Time Series Regression (TSR)

Clustering#

Overview of Time Series Clustering (TSCL)

Transformation#

Overview of Transformation

Feature based

Convolution based

Shapelet based

Interpolation

Plateau finding

Signature method

Theta transform

Annotation#

Intro to annotation

ClaSP segmentation

Hidalgo segmentation

Distances#

Distance functions

Using aeon distances with scikit-learn

Data Formatting and Loading#

Data in aeon

Data structures and containers used in aeon

Conversions between data structures

How series are stored in file and loaded into memory

Example data sets

Loading data from the web

Benchmarking#

Benchmarking algorithms

Geting published results