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jarulraj authored and a0x8o committed Nov 22, 2023
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14 changes: 14 additions & 0 deletions docs/_toc.yml
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- file: source/usecases/forecasting.rst
title: Forecasting
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- file: source/usecases/prediction.rst
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title: Classification
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- file: source/overview/connect-to-database
title: Connect to Database
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- file: source/usecases/homesale-forecast.rst
title: Home Sale Forecasting
- file: source/usecases/homerental-predict.rst
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- caption: User Reference
chapters:
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25 changes: 25 additions & 0 deletions docs/source/usecases/classification.rst
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<td>
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<a target="_blank" href="https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/17-home-rental-prediction.ipynb"><img src="https://www.tensorflow.org/images/colab_logo_32px.png" width="24px" /> Run on Google Colab</a>
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<td>
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<a target="_blank" href="https://github.com/georgia-tech-db/eva/raw/staging/tutorials/17-home-rental-prediction.ipynb"><img src="https://www.tensorflow.org/images/download_logo_32px.png" width="24px" /> Download notebook</a>
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<a target="_blank" href="https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/17-home-rental-prediction.ipynb"><img src="https://www.tensorflow.org/images/colab_logo_32px.png" /> Run on Google Colab</a>
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<a target="_blank" href="https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/17-home-rental-prediction.ipynb"><img src="https://www.tensorflow.org/images/colab_logo_32px.png" width="24px" /> Run on Google Colab</a>
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<a target="_blank" href="https://github.com/georgia-tech-db/eva/raw/staging/tutorials/17-home-rental-prediction.ipynb"><img src="https://www.tensorflow.org/images/download_logo_32px.png" width="24px" /> Download notebook</a>
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</td>
<td>
<a target="_blank" href="https://github.com/georgia-tech-db/eva/blob/staging/tutorials/17-home-rental-prediction.ipynb"><img src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" /> View source on GitHub</a>
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<td>
<a target="_blank" href="https://github.com/georgia-tech-db/eva/raw/staging/tutorials/17-home-rental-prediction.ipynb"><img src="https://www.tensorflow.org/images/download_logo_32px.png" /> Download notebook</a>
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</td>
</table><br><br>
</embed>
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The :ref:`ludwig` page lists all the configurable parameters for the model training framework.
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The :ref:`ludwig` page lists all the configurable paramters for the model training framework.
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The :ref:`ludwig` page lists all the configurable parameters for the model training framework.
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This query returns the trained model:

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.. include:: ../shared/footer.rst
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.. include:: ../shared/designs/design10.rst
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.. include:: ../shared/designs/design10.rst
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25 changes: 25 additions & 0 deletions docs/source/usecases/forecasting.rst
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<a target="_blank" href="https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/16-homesale-forecasting.ipynb"><img src="https://www.tensorflow.org/images/colab_logo_32px.png" width="24px" /> Run on Google Colab</a>
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<td>
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<a target="_blank" href="https://github.com/georgia-tech-db/eva/raw/staging/tutorials/16-homesale-forecasting.ipynb"><img src="https://www.tensorflow.org/images/download_logo_32px.png" width="24px" /> Download notebook</a>
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<a target="_blank" href="https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/16-homesale-forecasting.ipynb"><img src="https://www.tensorflow.org/images/colab_logo_32px.png" /> Run on Google Colab</a>
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<a target="_blank" href="https://colab.research.google.com/github/georgia-tech-db/eva/blob/staging/tutorials/16-homesale-forecasting.ipynb"><img src="https://www.tensorflow.org/images/colab_logo_32px.png" width="24px" /> Run on Google Colab</a>
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<a target="_blank" href="https://github.com/georgia-tech-db/eva/raw/staging/tutorials/16-homesale-forecasting.ipynb"><img src="https://www.tensorflow.org/images/download_logo_32px.png" width="24px" /> Download notebook</a>
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</td>
<td>
<a target="_blank" href="https://github.com/georgia-tech-db/eva/blob/staging/tutorials/16-homesale-forecasting.ipynb"><img src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" /> View source on GitHub</a>
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<td>
<a target="_blank" href="https://github.com/georgia-tech-db/eva/raw/staging/tutorials/16-homesale-forecasting.ipynb"><img src="https://www.tensorflow.org/images/download_logo_32px.png" /> Download notebook</a>
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</td>
</table><br><br>
</embed>
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The :ref:`forecast` page lists all the configurable parameters for the forecasting model.
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The :ref:`forecast` page lists all the configurable paramters for the forecasting model.
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The :ref:`forecast` page lists all the configurable parameters for the forecasting model.
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In the ``home_sales`` dataset, we have two different types of properties -- houses and units, and price gap between them is large. To get better forecasts,
we specify the ``propertytype`` column as the ``ID`` of the time series data.
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.. include:: ../shared/footer.rst
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.. include:: ../shared/designs/design11.rst
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.. include:: ../shared/designs/design11.rst
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