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bosk 1.0 documentation
bosk 1.0 documentation
  • Инструкция по установке
  • Вводная инструкция
  • Примеры
    • Базовая инструкция по использованию bosk
      • Создание базового Глубокого леса
      • Пример использования исполнителя
    • Примеры архитектур модели Глубокого леса
      • Базовый Глубокий лес
      • Механизм confidence screening
      • Многозернистое сканирование
      • Композиция регрессоров
    • Продвинутые примеры использования bosk
      • Использование autoblock
      • Сравнение моделей
      • Интерфейс Scikit-learn
      • Пример сериализации
  • Как стать участником проекта
  • Описание программного интерфейса
    • bosk
      • bosk.auto
        • bosk.auto.builders
        • bosk.auto.deep_forest
        • bosk.auto.growing_strategies
        • bosk.auto.layers
        • bosk.auto.metrics
        • bosk.auto.validation
      • bosk.block
        • bosk.block.repo
          • bosk.block.repo.base
          • bosk.block.repo.scope
          • bosk.block.repo.zoo
        • bosk.block.zoo
          • bosk.block.zoo.data_conversion
          • bosk.block.zoo.data_weighting
          • bosk.block.zoo.debugging
          • bosk.block.zoo.gpu_blocks
          • bosk.block.zoo.input_plugs
          • bosk.block.zoo.metrics
          • bosk.block.zoo.models
            • bosk.block.zoo.models.classification
              • bosk.block.zoo.models.classification._jax_util
              • bosk.block.zoo.models.classification.ferns
              • bosk.block.zoo.models.classification.jax
              • bosk.block.zoo.models.classification.mgs_ferns
            • bosk.block.zoo.models.regression
          • bosk.block.zoo.multi_grained_scanning
            • bosk.block.zoo.multi_grained_scanning._convolution_helpers
            • bosk.block.zoo.multi_grained_scanning._pooling_impl
            • bosk.block.zoo.multi_grained_scanning.base
            • bosk.block.zoo.multi_grained_scanning.mil
            • bosk.block.zoo.multi_grained_scanning.multi_grained_scanning_1d
            • bosk.block.zoo.multi_grained_scanning.multi_grained_scanning_2d
            • bosk.block.zoo.multi_grained_scanning.multi_grained_scanning_nd
            • bosk.block.zoo.multi_grained_scanning.pooling
          • bosk.block.zoo.output_plugs
          • bosk.block.zoo.preprocessing
          • bosk.block.zoo.routing
            • bosk.block.zoo.routing.cs
            • bosk.block.zoo.routing.cv
        • bosk.block.auto
        • bosk.block.base
        • bosk.block.functional
        • bosk.block.meta
      • bosk.comparison
        • bosk.comparison.base
        • bosk.comparison.cross_val
        • bosk.comparison.metric
      • bosk.executor
        • bosk.executor.parallel
          • bosk.executor.parallel.dask
          • bosk.executor.parallel.greedy
          • bosk.executor.parallel.networkx
          • bosk.executor.parallel.topsort
        • bosk.executor.base
        • bosk.executor.block
        • bosk.executor.recursive
        • bosk.executor.sklearn_interface
        • bosk.executor.timer
        • bosk.executor.topological
        • bosk.executor.utility
      • bosk.painter
        • bosk.painter.base
        • bosk.painter.graphviz
        • bosk.painter.topological
      • bosk.pipeline
        • bosk.pipeline.builder
          • bosk.pipeline.builder.base
          • bosk.pipeline.builder.functional
        • bosk.pipeline.converter
          • bosk.pipeline.converter.dask
          • bosk.pipeline.converter.nx
        • bosk.pipeline.serializer
          • bosk.pipeline.serializer.base
          • bosk.pipeline.serializer.joblib
          • bosk.pipeline.serializer.onnx
          • bosk.pipeline.serializer.skops
          • bosk.pipeline.serializer.zip
        • bosk.pipeline.base
        • bosk.pipeline.connection
        • bosk.pipeline.dynamic
      • bosk.visitor
        • bosk.visitor.base
        • bosk.visitor.group
      • bosk.data
      • bosk.exceptions
      • bosk.stages
      • bosk.utility
  • English version
    • Installation guide
    • Getting started
    • Bosk usage examples
      • Basic bosk usage user guide
        • Making basic deep forest
        • Executors usage guide
      • Deep Forest architectures examples
        • Basic deep forest
        • Confidence screening
        • Multigrained scanning
        • Regression
      • Advanced bosk usage examples
        • Autoblock usage
        • Models comparison
        • Scikit-learn interface
        • Serialization guide
    • Contributing guidelines
    • API Reference
      • bosk
        • bosk.auto
          • bosk.auto.builders
          • bosk.auto.deep_forest
          • bosk.auto.growing_strategies
          • bosk.auto.layers
          • bosk.auto.metrics
          • bosk.auto.validation
        • bosk.block
          • bosk.block.repo
            • bosk.block.repo.base
            • bosk.block.repo.scope
            • bosk.block.repo.zoo
          • bosk.block.zoo
            • bosk.block.zoo.data_conversion
            • bosk.block.zoo.data_weighting
            • bosk.block.zoo.debugging
            • bosk.block.zoo.gpu_blocks
            • bosk.block.zoo.input_plugs
            • bosk.block.zoo.metrics
            • bosk.block.zoo.models
              • bosk.block.zoo.models.classification
                • bosk.block.zoo.models.classification._jax_util
                • bosk.block.zoo.models.classification.ferns
                • bosk.block.zoo.models.classification.jax
                • bosk.block.zoo.models.classification.mgs_ferns
              • bosk.block.zoo.models.regression
            • bosk.block.zoo.multi_grained_scanning
              • bosk.block.zoo.multi_grained_scanning._convolution_helpers
              • bosk.block.zoo.multi_grained_scanning._pooling_impl
              • bosk.block.zoo.multi_grained_scanning.base
              • bosk.block.zoo.multi_grained_scanning.mil
              • bosk.block.zoo.multi_grained_scanning.multi_grained_scanning_1d
              • bosk.block.zoo.multi_grained_scanning.multi_grained_scanning_2d
              • bosk.block.zoo.multi_grained_scanning.multi_grained_scanning_nd
              • bosk.block.zoo.multi_grained_scanning.pooling
            • bosk.block.zoo.output_plugs
            • bosk.block.zoo.preprocessing
            • bosk.block.zoo.routing
              • bosk.block.zoo.routing.cs
              • bosk.block.zoo.routing.cv
          • bosk.block.auto
          • bosk.block.base
          • bosk.block.functional
          • bosk.block.meta
        • bosk.comparison
          • bosk.comparison.base
          • bosk.comparison.cross_val
          • bosk.comparison.metric
        • bosk.executor
          • bosk.executor.parallel
            • bosk.executor.parallel.dask
            • bosk.executor.parallel.greedy
            • bosk.executor.parallel.networkx
            • bosk.executor.parallel.topsort
          • bosk.executor.base
          • bosk.executor.block
          • bosk.executor.recursive
          • bosk.executor.sklearn_interface
          • bosk.executor.timer
          • bosk.executor.topological
          • bosk.executor.utility
        • bosk.painter
          • bosk.painter.base
          • bosk.painter.graphviz
          • bosk.painter.topological
        • bosk.pipeline
          • bosk.pipeline.builder
            • bosk.pipeline.builder.base
            • bosk.pipeline.builder.functional
          • bosk.pipeline.converter
            • bosk.pipeline.converter.dask
            • bosk.pipeline.converter.nx
          • bosk.pipeline.serializer
            • bosk.pipeline.serializer.base
            • bosk.pipeline.serializer.joblib
            • bosk.pipeline.serializer.onnx
            • bosk.pipeline.serializer.skops
            • bosk.pipeline.serializer.zip
          • bosk.pipeline.base
          • bosk.pipeline.connection
          • bosk.pipeline.dynamic
        • bosk.visitor
          • bosk.visitor.base
          • bosk.visitor.group
        • bosk.data
        • bosk.exceptions
        • bosk.stages
        • bosk.utility
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Advanced bosk usage examples#

On this page you can find examples of the bosk API, that requires knowing of the basics.

Advanced bosk usage examples:

  • Autoblock usage
  • Models comparison
  • Scikit-learn interface
  • Serialization guide
Next
Example of the autoblock usage
Previous
Regression example
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