:orphan: .. _examples: Examples ======== Examples that show how to work with custom datasets and pipelines .. raw:: html
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Datasets -------- .. raw:: html
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.. only:: html .. image:: /auto_examples/datasets/images/thumb/sphx_glr__01_datasets_basics_thumb.png :alt: :ref:`sphx_glr_auto_examples_datasets__01_datasets_basics.py` .. raw:: html
Custom Dataset - Basics
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.. only:: html .. image:: /auto_examples/datasets/images/thumb/sphx_glr__02_datasets_real_world_example_thumb.png :alt: :ref:`sphx_glr_auto_examples_datasets__02_datasets_real_world_example.py` .. raw:: html
Custom Dataset - A real world example
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.. only:: html .. image:: /auto_examples/datasets/images/thumb/sphx_glr_datasets_final_ecg_thumb.png :alt: :ref:`sphx_glr_auto_examples_datasets_datasets_final_ecg.py` .. raw:: html
The final ECG Example dataset
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Algorithms ---------- .. raw:: html
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.. only:: html .. image:: /auto_examples/algorithms/images/thumb/sphx_glr__01_algorithms_qrs_detection_thumb.png :alt: :ref:`sphx_glr_auto_examples_algorithms__01_algorithms_qrs_detection.py` .. raw:: html
Algorithms - A real world example: QRS-Detection
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.. only:: html .. image:: /auto_examples/algorithms/images/thumb/sphx_glr_algorithms_qrs_detection_final_thumb.png :alt: :ref:`sphx_glr_auto_examples_algorithms_algorithms_qrs_detection_final.py` .. raw:: html
The final QRS detection algorithms
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Parameter Optimization ---------------------- .. raw:: html
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.. only:: html .. image:: /auto_examples/parameter_optimization/images/thumb/sphx_glr__01_gridsearch_thumb.png :alt: :ref:`sphx_glr_auto_examples_parameter_optimization__01_gridsearch.py` .. raw:: html
Grid Search optimal Algorithm Parameter
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.. only:: html .. image:: /auto_examples/parameter_optimization/images/thumb/sphx_glr__02_optimizable_pipelines_thumb.png :alt: :ref:`sphx_glr_auto_examples_parameter_optimization__02_optimizable_pipelines.py` .. raw:: html
Optimizable Pipelines
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.. only:: html .. image:: /auto_examples/parameter_optimization/images/thumb/sphx_glr__03_gridsearch_cv_thumb.png :alt: :ref:`sphx_glr_auto_examples_parameter_optimization__03_gridsearch_cv.py` .. raw:: html
GridSearchCV
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.. only:: html .. image:: /auto_examples/parameter_optimization/images/thumb/sphx_glr__04_custom_optuna_optimizer_thumb.png :alt: :ref:`sphx_glr_auto_examples_parameter_optimization__04_custom_optuna_optimizer.py` .. raw:: html
Custom Optuna Optimizer
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.. only:: html .. image:: /auto_examples/parameter_optimization/images/thumb/sphx_glr__05_optuna_search_thumb.png :alt: :ref:`sphx_glr_auto_examples_parameter_optimization__05_optuna_search.py` .. raw:: html
Build-in Optuna Optimizers
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Validation ---------- .. raw:: html
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.. only:: html .. image:: /auto_examples/validation/images/thumb/sphx_glr__01_validation_thumb.png :alt: :ref:`sphx_glr_auto_examples_validation__01_validation.py` .. raw:: html
Validation
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.. only:: html .. image:: /auto_examples/validation/images/thumb/sphx_glr__02_cross_validation_thumb.png :alt: :ref:`sphx_glr_auto_examples_validation__02_cross_validation.py` .. raw:: html
Cross Validation
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.. only:: html .. image:: /auto_examples/validation/images/thumb/sphx_glr__03_custom_scorer_thumb.png :alt: :ref:`sphx_glr_auto_examples_validation__03_custom_scorer.py` .. raw:: html
Custom Scorer
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Framework Integrations ---------------------- .. raw:: html
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.. only:: html .. image:: /auto_examples/integrations/images/thumb/sphx_glr__01_tensorflow_thumb.png :alt: :ref:`sphx_glr_auto_examples_integrations__01_tensorflow.py` .. raw:: html
Tensorflow/Keras
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Advanced Recipies ----------------- .. raw:: html
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.. only:: html .. image:: /auto_examples/recipies/images/thumb/sphx_glr__01_caching_thumb.png :alt: :ref:`sphx_glr_auto_examples_recipies__01_caching.py` .. raw:: html
Caching
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.. only:: html .. image:: /auto_examples/recipies/images/thumb/sphx_glr__02_dataclasses_thumb.png :alt: :ref:`sphx_glr_auto_examples_recipies__02_dataclasses.py` .. raw:: html
Dataclass and Attrs support
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.. only:: html .. image:: /auto_examples/recipies/images/thumb/sphx_glr__03_composite_objects_thumb.png :alt: :ref:`sphx_glr_auto_examples_recipies__03_composite_objects.py` .. raw:: html
Composite-Algorithms and Pipelines
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.. only:: html .. image:: /auto_examples/recipies/images/thumb/sphx_glr__04_typed_iterator_thumb.png :alt: :ref:`sphx_glr_auto_examples_recipies__04_typed_iterator.py` .. raw:: html
TypedIterator
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.. only:: html .. image:: /auto_examples/recipies/images/thumb/sphx_glr__05_optimization_info_thumb.png :alt: :ref:`sphx_glr_auto_examples_recipies__05_optimization_info.py` .. raw:: html
Optimization Info
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.. toctree:: :hidden: :includehidden: /./auto_examples/datasets/index.rst /./auto_examples/algorithms/index.rst /./auto_examples/parameter_optimization/index.rst /./auto_examples/validation/index.rst /./auto_examples/integrations/index.rst /./auto_examples/recipies/index.rst .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-gallery .. container:: sphx-glr-download sphx-glr-download-python :download:`Download all examples in Python source code: auto_examples_python.zip ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_