AbstractLearner

class pyprophet.scoring.classifiers.AbstractLearner[source]

Bases: object

Abstract base class for defining a learner interface.

- learn: Abstract method for training the learner.

- score: Abstract method for scoring data.

- get_parameters: Abstract method for retrieving model parameters.

- set_parameters: Abstract method for setting model parameters.

- averaged_learner: Abstract method for creating an averaged learner.

__weakref__: list of weak references to the object (if defined)

classmethod averaged_learner(params, **kwargs)[source]: Create an averaged learner from multiple parameter sets.

get_parameters()[source]: Retrieve the parameters of the trained model.

learn(decoy_peaks, target_peaks, use_main_score=True)[source]: Train the learner using decoy and target peaks.

score(peaks, use_main_score)[source]: Score the given peaks using the trained model.

set_parameters(param)[source]: Set the parameters of the model.