.. _sphx_glr_auto_examples_advanced:

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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.. toctree::
   :hidden:

   /auto_examples/advanced/using_ai4water_datasets
   /auto_examples/advanced/working_with_large_data
   /auto_examples/advanced/multi_output_nn
   /auto_examples/advanced/multi_input_nn
   /auto_examples/advanced/using_conditional_rnn
   /auto_examples/advanced/quantile_regression
   /auto_examples/advanced/auto_encoders
   /auto_examples/advanced/using_third_party_models
   /auto_examples/advanced/customizing_training_loop_tf
   /auto_examples/advanced/customizing_training_loop_torch
   /auto_examples/advanced/customizing_loss_fn_tf
   /auto_examples/advanced/customizing_loss_fn_torch