machine_learning 模块 ======================== .. automodule:: habit.core.machine_learning :members: :undoc-members: :show-inheritance: 工作流 (Workflows) ------------------- 工作流类封装了完整的机器学习过程,包括训练、验证和预测。 .. automodule:: habit.core.machine_learning.workflows.holdout_workflow :members: :undoc-members: :show-inheritance: .. automodule:: habit.core.machine_learning.workflows.kfold_workflow :members: :undoc-members: :show-inheritance: .. automodule:: habit.core.machine_learning.workflows.prediction_workflow :members: :undoc-members: :show-inheritance: .. automodule:: habit.core.machine_learning.base_workflow :members: :undoc-members: :show-inheritance: 模型工厂 (Model Factory) ------------------------- .. automodule:: habit.core.machine_learning.models.factory :members: :undoc-members: :show-inheritance: .. automodule:: habit.core.machine_learning.models.ensemble :members: :undoc-members: :show-inheritance: 评估工具 (Evaluation) ---------------------- .. automodule:: habit.core.machine_learning.evaluation.model_evaluation :members: :undoc-members: :show-inheritance: .. automodule:: habit.core.machine_learning.evaluation.metrics :members: :undoc-members: :show-inheritance: .. automodule:: habit.core.machine_learning.workflows.comparison_workflow :members: :undoc-members: :show-inheritance: 可视化 (Visualization) ----------------------- .. automodule:: habit.core.machine_learning.visualization.plotting :members: :undoc-members: :show-inheritance: .. automodule:: habit.core.machine_learning.visualization.km_survival :members: :undoc-members: :show-inheritance: