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Merge pull request #2 from oracle/docs_update_video_links
Update demo links in the documentaion.
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docs/source/conf.py

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# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom
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# ones.
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extensions = [
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"sphinx.ext.napoleon",
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"sphinx.ext.autodoc",
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"sphinx.ext.doctest",
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"sphinx.ext.ifconfig",
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"sphinx.ext.todo",
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"sphinx.ext.extlinks",
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"sphinx.ext.intersphinx",
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"nbsphinx",
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"sphinx_code_tabs",
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"sphinx_rtd_theme",
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"sphinx_copybutton",
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"sphinx.ext.duration",
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"sphinx.ext.doctest",
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"sphinx.ext.autodoc",
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"sphinx.ext.autosummary",
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"sphinx.ext.intersphinx",
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"sphinx.ext.viewcode",
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"sphinx.ext.napoleon",
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"sphinx_copybutton",
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"sphinx.ext.todo",
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"sphinx_design",
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"sphinx.ext.extlinks",
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"sphinx_autorun",
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]
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intersphinx_mapping = {
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html_theme = "furo"
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language = "en"
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# Disable the generation of the various indexes
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html_use_modindex = False
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html_use_index = False
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html_theme_options = {
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"light_logo": "logo-light-mode.png",
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"dark_logo": "logo-dark-mode.png",

docs/source/demos_examples.rst

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* - Demo
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- Description
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* - `Run MLflow project on the local environment <https://objectstorage.us-ashburn-1.oraclecloud.com/p/vv1bNIvcMnbvbM5TUW5NDVSoisL4BAS54l9bGFDmyiNkTPZ4q6NtAmOdemNr8lTv/n/ociodscdev/b/oci-mlflow/o/beta/demos/mlflow_project_on_local_environment.mp4>`__
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* - `Run MLflow project on the local environment <https://youtu.be/krLGjS4E8HI>`__
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- | 1. `Installing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__ `GML for CPUs` conda environment
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| 2. Introduction to the `MLflow projects <https://mlflow.org/docs/latest/projects.html>`__
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| 3. Running `sklearn_elasticnet_wine <https://github.com/mlflow/mlflow/tree/master/examples/sklearn_elasticnet_wine>`__ example
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| 4. Checking the experiment's result
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* - `Run MLflow project on the OCI DSC Jobs <https://objectstorage.us-ashburn-1.oraclecloud.com/p/vv1bNIvcMnbvbM5TUW5NDVSoisL4BAS54l9bGFDmyiNkTPZ4q6NtAmOdemNr8lTv/n/ociodscdev/b/oci-mlflow/o/beta/demos/mlflow_project_on_datascience_job.mp4>`__
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* - `Run MLflow project on the OCI DSC Jobs <https://youtu.be/24p3wIyVFbE>`__
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- | 1. `OCI Data Science Jobs <https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html>`__
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| 2. `Publishing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_publishs_object.htm>`__ `GML for CPUs` conda environment
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| 3. Preparing :ref:`configuration files </project.rst#data-science-config>`
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| 4. Running `sklearn_elasticnet_wine <https://github.com/mlflow/mlflow/tree/master/examples/sklearn_elasticnet_wine>`__ example
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| 5. Checking the experiment's result
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* - `Run MLflow project on the DSC Jobs with BYOC <https://objectstorage.us-ashburn-1.oraclecloud.com/p/vv1bNIvcMnbvbM5TUW5NDVSoisL4BAS54l9bGFDmyiNkTPZ4q6NtAmOdemNr8lTv/n/ociodscdev/b/oci-mlflow/o/beta/demos/mlflow_project_on_datascience_job_byoc.mp4>`__
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* - `Run MLflow project on the DSC Jobs with BYOC <https://youtu.be/QGfjtYV7yFs>`__
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- | 1. `OCI Data Science Jobs <https://accelerated-data-science.readthedocs.io/en/latest/user_guide/jobs/index.html>`__
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| 2. `Bring Your Own Container <https://docs.oracle.com/en-us/iaas/data-science/using/jobs-byoc.htm>`__
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| 3. `Publishing a container image <https://docs.oracle.com/en-us/iaas/Content/Registry/Tasks/registrypushingimagesusingthedockercli.htm#Pushing_Images_Using_the_Docker_CLI>`__ to the OCR
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| 4. Preparing :ref:`configuration files </project.rst#data-science-config>`
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| 5. Running `docker <https://github.com/mlflow/mlflow/tree/master/examples/docker>`__ project example
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| 6. Checking the experiment's result
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* - `Run MLflow project on the Data Flow service <https://objectstorage.us-ashburn-1.oraclecloud.com/p/vv1bNIvcMnbvbM5TUW5NDVSoisL4BAS54l9bGFDmyiNkTPZ4q6NtAmOdemNr8lTv/n/ociodscdev/b/oci-mlflow/o/beta/demos/mlflow_project_on_dataflow_application.mp4>`__
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* - `Run MLflow project on the Data Flow service <https://youtu.be/uacKsipfCyY>`__
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- | 1. `Running Spark Application on OCI Data Flow <https://accelerated-data-science.readthedocs.io/en/latest/user_guide/apachespark/dataflow.html>`__
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| 2. `Publishing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_publishs_object.htm>`__ `PySpark 3.2 and Data Flow` conda environment
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| 3. Preparing :ref:`configuration files </project.rst#running-mlflow-project-within-dataflowruntime>`
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| 4. `Allowing Data Flow to Access a Private Network <https://docs.oracle.com/en-us/iaas/data-flow/using/pe-allowing.htm>`__
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| 5. Running `pyspark_ml_autologging <https://github.com/mlflow/mlflow/tree/master/examples/pyspark_ml_autologging>`__ project example
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| 6. Checking the experiment's result
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* - `Deploy MLflow model on OCI Data Science <https://objectstorage.us-ashburn-1.oraclecloud.com/p/vv1bNIvcMnbvbM5TUW5NDVSoisL4BAS54l9bGFDmyiNkTPZ4q6NtAmOdemNr8lTv/n/ociodscdev/b/oci-mlflow/o/beta/demos/mlflow_deployment_prebuilt_conda.mp4#t=0.5>`__
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* - `Deploy MLflow model on OCI Data Science <https://youtu.be/PPpiz3Yd5VY>`__
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- | 1. `Deploy Model on OCI Data Science <https://accelerated-data-science.readthedocs.io/en/latest/user_guide/model_registration/introduction.html#deploying-model>`__
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| 2. `Publishing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_publishs_object.htm>`__ `GML for CPUs` conda environment
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| 3. Preparing :ref:`configuration files </model_deployment.rst#deployment-specification>`

docs/source/index.rst

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======================================
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==================
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OCI MLflow Plugins
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======================================
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==================
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The OCI MLflow plugins allow to utilize Oracle Cloud Infrastructure (OCI) resources to run MLflow experiments.
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|PyPI|_ |Python|_
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.. |PyPI| image:: https://img.shields.io/pypi/v/oci-mlflow.svg?style=for-the-badge&logo=pypi&logoColor=white
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.. _PyPI: https://pypi.org/project/oci-mlflow/
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.. |Python| image:: https://img.shields.io/pypi/pyversions/oci-mlflow.svg?style=for-the-badge&logo=pypi&logoColor=white
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.. _Python: https://pypi.org/project/oci-mlflow/
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.. toctree::
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:maxdepth: 2

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