:orphan:

Lessons
========


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    <div class="sphx-glr-thumbcontainer" tooltip="0.1. installation">

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  .. image:: /auto_examples/images/thumb/sphx_glr_installation_thumb.png
    :alt: 0.1. installation

  :ref:`sphx_glr_auto_examples_installation.py`

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      <div class="sphx-glr-thumbnail-title">0.1. installation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="0.2. eda">

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  .. image:: /auto_examples/images/thumb/sphx_glr_eda_thumb.png
    :alt: 0.2. eda

  :ref:`sphx_glr_auto_examples_eda.py`

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      <div class="sphx-glr-thumbnail-title">0.2. eda</div>
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.. toctree::
   :hidden:

   /auto_examples/installation
   /auto_examples/eda

1. Model
-------------------


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    <div class="sphx-glr-thumbcontainer" tooltip="1. solving regression problem with ML">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_model_building_classical_rgr_thumb.png
    :alt: 1. solving regression problem with ML

  :ref:`sphx_glr_auto_examples_model_model_building_classical_rgr.py`

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      <div class="sphx-glr-thumbnail-title">1. solving regression problem with ML</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2. solving classification problem with ML">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_model_building_classical_cls_thumb.png
    :alt: 2. solving classification problem with ML

  :ref:`sphx_glr_auto_examples_model_model_building_classical_cls.py`

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      <div class="sphx-glr-thumbnail-title">2. solving classification problem with ML</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3. neural networks for regression">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_model_building_nn_rgr_thumb.png
    :alt: 3. neural networks for regression

  :ref:`sphx_glr_auto_examples_model_model_building_nn_rgr.py`

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      <div class="sphx-glr-thumbnail-title">3. neural networks for regression</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="4. neural network for classification">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_model_building_nn_cls_thumb.png
    :alt: 4. neural network for classification

  :ref:`sphx_glr_auto_examples_model_model_building_nn_cls.py`

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      <div class="sphx-glr-thumbnail-title">4. neural network for classification</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5. activations">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_activations_thumb.png
    :alt: 5. activations

  :ref:`sphx_glr_auto_examples_model_activations.py`

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      <div class="sphx-glr-thumbnail-title">5. activations</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="6. building neural network with PyTorch">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_model_building_nn_torch_thumb.png
    :alt: 6. building neural network with PyTorch

  :ref:`sphx_glr_auto_examples_model_model_building_nn_torch.py`

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      <div class="sphx-glr-thumbnail-title">6. building neural network with PyTorch</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="7. training pytorch based models">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_training_pytorch_based_models_thumb.png
    :alt: 7. training pytorch based models

  :ref:`sphx_glr_auto_examples_model_training_pytorch_based_models.py`

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      <div class="sphx-glr-thumbnail-title">7. training pytorch based models</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="8. loading model from config">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_load_model_from_config_thumb.png
    :alt: 8. loading model from config

  :ref:`sphx_glr_auto_examples_model_load_model_from_config.py`

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      <div class="sphx-glr-thumbnail-title">8. loading model from config</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="9. model evaluation">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_model_evaluation_thumb.png
    :alt: 9. model evaluation

  :ref:`sphx_glr_auto_examples_model_model_evaluation.py`

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      <div class="sphx-glr-thumbnail-title">9. model evaluation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="10. input data formats">

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  .. image:: /auto_examples/model/images/thumb/sphx_glr_input_data_formats_thumb.png
    :alt: 10. input data formats

  :ref:`sphx_glr_auto_examples_model_input_data_formats.py`

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      <div class="sphx-glr-thumbnail-title">10. input data formats</div>
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2. Hyperparameter optimization
-------------------------------


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    <div class="sphx-glr-thumbcontainer" tooltip="1. hyperparameter optimization using Model class">

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  .. image:: /auto_examples/hyperparameter_optimization/images/thumb/sphx_glr_hpo_upper_thumb.png
    :alt: 1. hyperparameter optimization using Model class

  :ref:`sphx_glr_auto_examples_hyperparameter_optimization_hpo_upper.py`

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      <div class="sphx-glr-thumbnail-title">1. hyperparameter optimization using Model class</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2. hyperparameter optimizing using HyperOpt class">

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  .. image:: /auto_examples/hyperparameter_optimization/images/thumb/sphx_glr_hpo_lower_thumb.png
    :alt: 2. hyperparameter optimizing using HyperOpt class

  :ref:`sphx_glr_auto_examples_hyperparameter_optimization_hpo_lower.py`

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      <div class="sphx-glr-thumbnail-title">2. hyperparameter optimizing using HyperOpt class</div>
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3. Model comparison
-------------------


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    <div class="sphx-glr-thumbcontainer" tooltip="1. compare ml models for regression">

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  .. image:: /auto_examples/model_comparison/images/thumb/sphx_glr_compare_ml_thumb.png
    :alt: 1. compare ml models for regression

  :ref:`sphx_glr_auto_examples_model_comparison_compare_ml.py`

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      <div class="sphx-glr-thumbnail-title">1. compare ml models for regression</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2. compare ml models for classification">

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  .. image:: /auto_examples/model_comparison/images/thumb/sphx_glr_compare_ml_cls_thumb.png
    :alt: 2. compare ml models for classification

  :ref:`sphx_glr_auto_examples_model_comparison_compare_ml_cls.py`

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      <div class="sphx-glr-thumbnail-title">2. compare ml models for classification</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3. compare dl models">

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  .. image:: /auto_examples/model_comparison/images/thumb/sphx_glr_compare_dl_thumb.png
    :alt: 3. compare dl models

  :ref:`sphx_glr_auto_examples_model_comparison_compare_dl.py`

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      <div class="sphx-glr-thumbnail-title">3. compare dl models</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="4. compare transformations">

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  .. image:: /auto_examples/model_comparison/images/thumb/sphx_glr_compare_transformations_thumb.png
    :alt: 4. compare transformations

  :ref:`sphx_glr_auto_examples_model_comparison_compare_transformations.py`

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      <div class="sphx-glr-thumbnail-title">4. compare transformations</div>
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4. preprocessing
-------------------


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    <div class="sphx-glr-thumbcontainer" tooltip="1. data preparation">

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  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_data_preparation_thumb.png
    :alt: 1. data preparation

  :ref:`sphx_glr_auto_examples_preprocessing_data_preparation.py`

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      <div class="sphx-glr-thumbnail-title">1. data preparation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2. handling categorical data">

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  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_handling_categorical_data_thumb.png
    :alt: 2. handling categorical data

  :ref:`sphx_glr_auto_examples_preprocessing_handling_categorical_data.py`

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      <div class="sphx-glr-thumbnail-title">2. handling categorical data</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3. handling missing values">

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  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_handling_missing_values_thumb.png
    :alt: 3. handling missing values

  :ref:`sphx_glr_auto_examples_preprocessing_handling_missing_values.py`

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      <div class="sphx-glr-thumbnail-title">3. handling missing values</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="4. data transformation">

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  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_preprocessing_transformations_thumb.png
    :alt: 4. data transformation

  :ref:`sphx_glr_auto_examples_preprocessing_preprocessing_transformations.py`

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      <div class="sphx-glr-thumbnail-title">4. data transformation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5. dimensionality reduction">

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  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_dimensionality_reduction_thumb.png
    :alt: 5. dimensionality reduction

  :ref:`sphx_glr_auto_examples_preprocessing_dimensionality_reduction.py`

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      <div class="sphx-glr-thumbnail-title">5. dimensionality reduction</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="6. feature creation">

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  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_feature_creation_thumb.png
    :alt: 6. feature creation

  :ref:`sphx_glr_auto_examples_preprocessing_feature_creation.py`

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      <div class="sphx-glr-thumbnail-title">6. feature creation</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="7. HRU discretization">

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  .. image:: /auto_examples/preprocessing/images/thumb/sphx_glr_hru_discretization_thumb.png
    :alt: 7. HRU discretization

  :ref:`sphx_glr_auto_examples_preprocessing_hru_discretization.py`

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      <div class="sphx-glr-thumbnail-title">7. HRU discretization</div>
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5. post-processing
-------------------


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    <div class="sphx-glr-thumbcontainer" tooltip="1. postprocessing of regression results">

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  .. image:: /auto_examples/postprocessing/images/thumb/sphx_glr_postprocessing_of_results_thumb.png
    :alt: 1. postprocessing of regression results

  :ref:`sphx_glr_auto_examples_postprocessing_postprocessing_of_results.py`

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      <div class="sphx-glr-thumbnail-title">1. postprocessing of regression results</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="2. postprocessing of classification results">

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  .. image:: /auto_examples/postprocessing/images/thumb/sphx_glr_postprocessing_cls_results_thumb.png
    :alt: 2. postprocessing of classification results

  :ref:`sphx_glr_auto_examples_postprocessing_postprocessing_cls_results.py`

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      <div class="sphx-glr-thumbnail-title">2. postprocessing of classification results</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="3. visualizing decision trees">

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  .. image:: /auto_examples/postprocessing/images/thumb/sphx_glr_visualizing_decision_trees_thumb.png
    :alt: 3. visualizing decision trees

  :ref:`sphx_glr_auto_examples_postprocessing_visualizing_decision_trees.py`

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      <div class="sphx-glr-thumbnail-title">3. visualizing decision trees</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="4. visualizing neural networks">

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  .. image:: /auto_examples/postprocessing/images/thumb/sphx_glr_visualizing_neural_networks_thumb.png
    :alt: 4. visualizing neural networks

  :ref:`sphx_glr_auto_examples_postprocessing_visualizing_neural_networks.py`

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      <div class="sphx-glr-thumbnail-title">4. visualizing neural networks</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5. interpretable machine learning">

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  .. image:: /auto_examples/postprocessing/images/thumb/sphx_glr_interpretable_ml_thumb.png
    :alt: 5. interpretable machine learning

  :ref:`sphx_glr_auto_examples_postprocessing_interpretable_ml.py`

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      <div class="sphx-glr-thumbnail-title">5. interpretable machine learning</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="6. interpretable deep learning">

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  .. image:: /auto_examples/postprocessing/images/thumb/sphx_glr_interpretable_dl_thumb.png
    :alt: 6. interpretable deep learning

  :ref:`sphx_glr_auto_examples_postprocessing_interpretable_dl.py`

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      <div class="sphx-glr-thumbnail-title">6. interpretable deep learning</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="7. model agnostic interpretaion methods">

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  .. image:: /auto_examples/postprocessing/images/thumb/sphx_glr_model_agnostic_interpretation_thumb.png
    :alt: 7. model agnostic interpretaion methods

  :ref:`sphx_glr_auto_examples_postprocessing_model_agnostic_interpretation.py`

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      <div class="sphx-glr-thumbnail-title">7. model agnostic interpretaion methods</div>
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    </div>

6. Avanced topics
-------------------


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    <div class="sphx-glr-thumbcontainer" tooltip="1. ai4water datasts">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_using_ai4water_datasets_thumb.png
    :alt: 1. ai4water datasts

  :ref:`sphx_glr_auto_examples_advanced_using_ai4water_datasets.py`

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      <div class="sphx-glr-thumbnail-title">1. ai4water datasts</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2. working with large data">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_working_with_large_data_thumb.png
    :alt: 2. working with large data

  :ref:`sphx_glr_auto_examples_advanced_working_with_large_data.py`

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      <div class="sphx-glr-thumbnail-title">2. working with large data</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="3. multi-output neural network">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_multi_output_nn_thumb.png
    :alt: 3. multi-output neural network

  :ref:`sphx_glr_auto_examples_advanced_multi_output_nn.py`

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      <div class="sphx-glr-thumbnail-title">3. multi-output neural network</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="4. multi-input neural network">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_multi_input_nn_thumb.png
    :alt: 4. multi-input neural network

  :ref:`sphx_glr_auto_examples_advanced_multi_input_nn.py`

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      <div class="sphx-glr-thumbnail-title">4. multi-input neural network</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="5. using conditional RNN">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_using_conditional_rnn_thumb.png
    :alt: 5. using conditional RNN

  :ref:`sphx_glr_auto_examples_advanced_using_conditional_rnn.py`

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      <div class="sphx-glr-thumbnail-title">5. using conditional RNN</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="6. Quantile regression">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_quantile_regression_thumb.png
    :alt: 6. Quantile regression

  :ref:`sphx_glr_auto_examples_advanced_quantile_regression.py`

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      <div class="sphx-glr-thumbnail-title">6. Quantile regression</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="7. Autoencoders and variational autoencoders">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_auto_encoders_thumb.png
    :alt: 7. Autoencoders and variational autoencoders

  :ref:`sphx_glr_auto_examples_advanced_auto_encoders.py`

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      <div class="sphx-glr-thumbnail-title">7. Autoencoders and variational autoencoders</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="8. using third party models">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_using_third_party_models_thumb.png
    :alt: 8. using third party models

  :ref:`sphx_glr_auto_examples_advanced_using_third_party_models.py`

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      <div class="sphx-glr-thumbnail-title">8. using third party models</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="9. customizing training loop in tensorflow">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_customizing_training_loop_tf_thumb.png
    :alt: 9. customizing training loop in tensorflow

  :ref:`sphx_glr_auto_examples_advanced_customizing_training_loop_tf.py`

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      <div class="sphx-glr-thumbnail-title">9. customizing training loop in tensorflow</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="10. customizing training loop in pytorch">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_customizing_training_loop_torch_thumb.png
    :alt: 10. customizing training loop in pytorch

  :ref:`sphx_glr_auto_examples_advanced_customizing_training_loop_torch.py`

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      <div class="sphx-glr-thumbnail-title">10. customizing training loop in pytorch</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="11. customizing loss function in tensorflow">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_customizing_loss_fn_tf_thumb.png
    :alt: 11. customizing loss function in tensorflow

  :ref:`sphx_glr_auto_examples_advanced_customizing_loss_fn_tf.py`

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      <div class="sphx-glr-thumbnail-title">11. customizing loss function in tensorflow</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="12. customizing loss function in pytorch">

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  .. image:: /auto_examples/advanced/images/thumb/sphx_glr_customizing_loss_fn_torch_thumb.png
    :alt: 12. customizing loss function in pytorch

  :ref:`sphx_glr_auto_examples_advanced_customizing_loss_fn_torch.py`

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      <div class="sphx-glr-thumbnail-title">12. customizing loss function in pytorch</div>
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7. computer vision
-------------------


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    <div class="sphx-glr-thumbcontainer" tooltip="1. cloud cover detection">

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  .. image:: /auto_examples/computer_vision/images/thumb/sphx_glr_cloud_cover_detection_thumb.png
    :alt: 1. cloud cover detection

  :ref:`sphx_glr_auto_examples_computer_vision_cloud_cover_detection.py`

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      <div class="sphx-glr-thumbnail-title">1. cloud cover detection</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="2. crop disease detection">

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  .. image:: /auto_examples/computer_vision/images/thumb/sphx_glr_crop_disease_detection_thumb.png
    :alt: 2. crop disease detection

  :ref:`sphx_glr_auto_examples_computer_vision_crop_disease_detection.py`

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      <div class="sphx-glr-thumbnail-title">2. crop disease detection</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="https://zindi.africa/competitions/2030-vision-flood-prediction-in-malawi/data">

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  .. image:: /auto_examples/computer_vision/images/thumb/sphx_glr_flood_prediction_thumb.png
    :alt: 3. flood prediction

  :ref:`sphx_glr_auto_examples_computer_vision_flood_prediction.py`

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      <div class="sphx-glr-thumbnail-title">3. flood prediction</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="4. map floodwater">

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  .. image:: /auto_examples/computer_vision/images/thumb/sphx_glr_map_floodwater_thumb.png
    :alt: 4. map floodwater

  :ref:`sphx_glr_auto_examples_computer_vision_map_floodwater.py`

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      <div class="sphx-glr-thumbnail-title">4. map floodwater</div>
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  .. image:: /auto_examples/computer_vision/images/thumb/sphx_glr_seismic_facies_thumb.png
    :alt: 5. seismic facies

  :ref:`sphx_glr_auto_examples_computer_vision_seismic_facies.py`

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      <div class="sphx-glr-thumbnail-title">5. seismic facies</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="6. snow cast">

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  .. image:: /auto_examples/computer_vision/images/thumb/sphx_glr_snow_cast_thumb.png
    :alt: 6. snow cast

  :ref:`sphx_glr_auto_examples_computer_vision_snow_cast.py`

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      <div class="sphx-glr-thumbnail-title">6. snow cast</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="https://www.topcoder.com/challenges/a6c49990-e4a9-4e90-a731-4cc6502e6beb?tab=details">

.. only:: html

  .. image:: /auto_examples/computer_vision/images/thumb/sphx_glr_space_net_thumb.png
    :alt: 7. space net

  :ref:`sphx_glr_auto_examples_computer_vision_space_net.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">7. space net</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="8. spot the crop">

.. only:: html

  .. image:: /auto_examples/computer_vision/images/thumb/sphx_glr_spot_the_crop_thumb.png
    :alt: 8. spot the crop

  :ref:`sphx_glr_auto_examples_computer_vision_spot_the_crop.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">8. spot the crop</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="https://www.iarai.ac.at/weather4cast/ https://github.com/iarai/weather4cast-2022">

.. only:: html

  .. image:: /auto_examples/computer_vision/images/thumb/sphx_glr_weather_4cast_thumb.png
    :alt: 9. weather forecasting

  :ref:`sphx_glr_auto_examples_computer_vision_weather_4cast.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">9. weather forecasting</div>
    </div>


.. raw:: html

    </div>


.. toctree::
   :hidden:
   :includehidden:

   /auto_examples/model/index.rst
   /auto_examples/hyperparameter_optimization/index.rst
   /auto_examples/model_comparison/index.rst
   /auto_examples/preprocessing/index.rst
   /auto_examples/postprocessing/index.rst
   /auto_examples/advanced/index.rst
   /auto_examples/computer_vision/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 </auto_examples/auto_examples_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


.. only:: html

 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_