Model Class

neuraldecoding.model

Base class for neural decoding models.

---

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.