Model Class

neuraldecoding.model

Base class for neural decoding models.

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Model

class Model(ABC)

Abstract base class for all neural decoding models.

Parameters:

• params : Model parameters.

Attributes:

• params : Stored model parameters

Methods

__init__(params)

Initialize the model with parameters.

Parameters:

• params : Model-specific parameters.

__call__(data) (abstract)

Make predictions using the model.

Parameters:

• data : Any Input data for prediction.

train_step(input_data) (abstract)

Perform a single training step.

Parameters:

• input_data : Any Training data for one step.

forward(input) (abstract)

Forward pass through the model.

Parameters:

• input : Any Model input data.

save_model(filepath) (abstract)

Save model parameters to file.

Parameters:

• filepath : str Path where model parameters should be saved.

load_model(filepath) (abstract)

Load model parameters from file.

Parameters:

• filepath : str Path to saved model parameters.