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New point process decoder package #50

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This PR introduces a new Bonsai.ML.PointProcessDecoder package to the Bonsai.ML project. The package depends on #48 being merged first.

Summary of changes

The most important changes include the addition of a new project called Bonsai.ML.PointProcessDecoder. It includes updates to the README and documentation, as well as the implementation of new classes and methods for point process decoding.

Bonsai.ML.PointProcessDecoder

  • The CreatePointProcessModel node allows users to define a model and configure it's parameters.
  • The Encode node is used for encoding the probablistic relationship between the observations of data and spiking activity.
  • The Decode node is used to decode the latent observation from spiking activity.

@ncguilbeault ncguilbeault force-pushed the dev/point-process-decoder branch from 8ce36b5 to 3dcdd2e Compare January 29, 2025 13:53
@ncguilbeault ncguilbeault force-pushed the dev/point-process-decoder branch from 3dcdd2e to a7fa8d8 Compare January 30, 2025 11:20
@ncguilbeault ncguilbeault added the feature New planned feature label Feb 18, 2025
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