Feyn

Feyn

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Feyn

  • feyn
  • feyn.extra
  • feyn.filters
  • feyn.inference
  • feyn.insights
  • feyn.losses
  • feyn.metrics
  • feyn.plots
  • feyn.reference
  • feyn.tools

Future

  • feyn.__future__
  • feyn.__future__.contrib
  • feyn.__future__.contrib.diagnostics
  • feyn.__future__.contrib.filters
  • feyn.__future__.contrib.inspection
  • feyn.__future__.contrib.reference

feyn.insights


class KernelShap

def __init__(
    model,
    bg_data,
    max_samples=10000
) -> KernelShap
Calculates the SHAP values for a given feyn.Graph with your provided instances
    

method KernelShap.SHAP

def SHAP(
    self,
    instances
)
Calculates the SHAP values for the provided instances

Arguments:
    instances {dict(str, np.array) or pd.DataFrame} -- One or more instances to get SHAP values for.

Returns:
    [np.array] -- A numpy array (matrix) containing feature importances for your instances
← feyn.inferencefeyn.losses →
  • class KernelShap
    • method KernelShap.SHAP
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