49 lines
2.5 KiB
ReStructuredText
49 lines
2.5 KiB
ReStructuredText
.. {#ote_../../documentation}
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OpenVINO™ Training Extensions
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===============================
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.. meta::
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:description: OpenVINO™ Training Extensions include advanced algorithms used
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to create, train and convert deep learning models with OpenVINO
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Toolkit for optimized inference.
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OpenVINO™ Training Extensions provide a suite of advanced algorithms to train
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Deep Learning models and convert them using the `OpenVINO™
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toolkit <https://software.intel.com/en-us/openvino-toolkit>`__ for optimized
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inference. It allows you to export and convert the models to the needed format. OpenVINO Training Extensions independently create and train the model. It is open-sourced and available on `GitHub <https://github.com/openvinotoolkit/training_extensions>`__. Read the OpenVINO Training Extensions `../../documentation <https://openvinotoolkit.github.io/training_extensions/stable/guide/../../get-started/introduction.html>`__ to learn more.
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Detailed Workflow
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#################
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.. image:: ./../../_static/images/training_extensions_framework.png
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1. To start working with OpenVINO Training Extensions, prepare and annotate your dataset. For example, on CVAT.
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2. OpenVINO Training Extensions train the model, using training interface, and evaluate the model quality on your dataset, using evaluation and inference interfaces.
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.. note::
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Prepare a separate dataset or split the dataset you have for more accurate quality evaluation.
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3. Having successful evaluation results received, you have an opportunity to deploy your model or continue optimizing it, using NNCF. For more information about these frameworks, go to :doc:`Optimization Guide <../../openvino-workflow/model-optimization>`.
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If the results are unsatisfactory, add datasets and perform the same steps, starting with dataset annotation.
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OpenVINO Training Extensions Components
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#######################################
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* `OpenVINO Training Extensions API <https://github.com/openvinotoolkit/training_extensions/tree/develop/otx/api>`__
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* `OpenVINO Training Extensions CLI <https://github.com/openvinotoolkit/training_extensions/tree/develop/otx/cli>`__
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* `OpenVINO Training Extensions Algorithms <https://github.com/openvinotoolkit/training_extensions/tree/develop/otx/algorithms>`__
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Tutorials
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#########
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* `Base tutorial <https://openvinotoolkit.github.io/training_extensions/stable/guide/tutorials/base/index.html>`__
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* `Advanced tutorial <https://openvinotoolkit.github.io/training_extensions/stable/guide/tutorials/advanced/index.html>`__
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