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Fixed typos in workflow.rst #1068

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2 changes: 1 addition & 1 deletion docs/component/data.rst
Original file line number Diff line number Diff line change
Expand Up @@ -437,7 +437,7 @@ Dataset

The ``Dataset`` module in ``Qlib`` aims to prepare data for model training and inferencing.

The motivation of this module is that we want to maximize the flexibility of of different models to handle data that are suitable for themselves. This module gives the model the flexibility to process their data in an unique way. For instance, models such as ``GBDT`` may work well on data that contains `nan` or `None` value, while neural networks such as ``MLP`` will break down on such data.
The motivation of this module is that we want to maximize the flexibility of different models to handle data that are suitable for themselves. This module gives the model the flexibility to process their data in an unique way. For instance, models such as ``GBDT`` may work well on data that contains `nan` or `None` value, while neural networks such as ``MLP`` will break down on such data.

If user's model need process its data in a different way, user could implement his own ``Dataset`` class. If the model's
data processing is not special, ``DatasetH`` can be used directly.
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4 changes: 2 additions & 2 deletions docs/component/workflow.rst
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Expand Up @@ -233,7 +233,7 @@ The meaning of each field is as follows:
Dataset Section
~~~~~~~~~~~~~~~~~~~~

The `dataset` field describes the parameters for the ``Dataset`` module in ``Qlib`` as well those for the module ``DataHandler``. For more information about the ``Dataset`` module, please refer to `Qlib Model <../component/data.html#dataset>`_.
The `dataset` field describes the parameters for the ``Dataset`` module in ``Qlib`` as well those for the module ``DataHandler``. For more information about the ``Dataset`` module, please refer to `Qlib Data <../component/data.html#dataset>`_.

The keywords arguments configuration of the ``DataHandler`` is as follows:

Expand All @@ -248,7 +248,7 @@ The keywords arguments configuration of the ``DataHandler`` is as follows:

Users can refer to the document of `DataHandler <../component/data.html#datahandler>`_ for more information about the meaning of each field in the configuration.

Here is the configuration for the ``Dataset`` module which will take care of data preprossing and slicing during the training and testing phase.
Here is the configuration for the ``Dataset`` module which will take care of data preprocessing and slicing during the training and testing phase.

.. code-block:: YAML

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