cyberneticlibrary

Analyze time series and forecasting

aeonskillsetup L227,559
K-Dense-AI/scientific-agent-skills
What it does

Classify, forecast, and cluster time series

Best for

Temporal pattern detection faster/more accurate than standard ML

Inputs
  • · time series data (array)
  • · algorithm choice
Outputs
  • · predictions
  • · anomalies
  • · cluster labels
Requires
  • · aeon 1.4+
  • · scikit-learn
  • · Python 3.10+
Preconditions

Data as 2D array (samples×features); aeon[all_extras] for deep learning

Failure modes

Univariate misformat; experimental API instability; algorithm unavailable

Trust signals
  • · scikit-learn compatible
  • · stable 1.4 release