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Tutorials

There are a few prepackaged tutorials in Jupyter notebooks meant to demonstrate basic functions of the model. They can all be run in Google colab (the accompanying jupyter notebooks have been pre-run and can be viewed in GitHub)

  • Demo - Segmentation and Memory Tutorial

    This brief tutorial walks through some basic functions of segmentation and the memory model in a toy 2-d world. This also includes a comparison between SEM and an HMM in Memory.

    Open in Colab

     

  • Demo - Toy Data (Segmentation)

    These simulations demonstrate how SEM can segement simple, 2D dynamical systems with various different methods of estimating the event dynamics of the system.

    Open in Colab

     

  • Demo - HRR

    Demonstration of the Holographic reduced representation

    Open in Colab

     

  • Demo - Motion Capture Data.ipynb

    Simulations of the SEM model on the 3D motion capture data.

    Open in Colab