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TensorFlow: Refactor section to dedicated page
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docs/integrate/index.md

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superset/index
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tableau/index
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telegraf/index
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tensorflow/index
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docs/integrate/tensorflow/index.md

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(tensorflow)=
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# TensorFlow
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:::{div} .float-right
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[![TensorFlow logo](https://www.gstatic.com/devrel-devsite/prod/v55e81371229cf93fbb4781915f01d3bef8e4cb4b674c7c839a1879ebb706855a/tensorflow/images/lockup.svg){height=60px loading=lazy}][TensorFlow]
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:::
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:::{div} .clearfix
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:::
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:::{rubric} About
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:::
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[TensorFlow] is an end-to-end platform for machine learning.
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It makes it easy to create ML models that can run in any environment
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and solve real-world problems.
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:::{rubric} Learn
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:::
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::::{grid} 2
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:::{grid-item-card} Use TensorFlow and CrateDB for predictive maintenance.
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:link: tensorflow-tutorial
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:link-type: ref
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Learn how to build a machine learning model that will predict whether
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a machine will fail within a specified time window in the future.
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:::
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::::
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:::{toctree}
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:maxdepth: 1
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:hidden:
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Tutorial <tutorial>
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:::
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[TensorFlow]: https://www.tensorflow.org/

docs/topic/ml/tensorflow.rst renamed to docs/integrate/tensorflow/tutorial.rst

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.. _ml-tensorflow:
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.. _cratedb-distributed-ml:
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.. _tensorflow-tutorial:
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======================
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TensorFlow and CrateDB

docs/topic/ml/index.md

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(tensorflow)=
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### TensorFlow
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Use [TensorFlow] with CrateDB.
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::::{info-card}
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:::{grid-item}
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:columns: 9
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**Predictive Maintenance**
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Build a machine learning model that will predict whether a machine will
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fail within a specified time window in the future.
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- {doc}`./tensorflow`
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:::
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:::{grid-item}
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:columns: 3
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{tags-primary}`Fundamentals` \
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{tags-secondary}`Prediction`
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:::{seealso}
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Please navigate to the dedicated page about {ref}`tensorflow`.
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::::
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## LLMs / RAG
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```{toctree}
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:hidden:
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tensorflow
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```
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[AutoML with PyCaret and CrateDB]: https://github.com/crate/cratedb-examples/tree/main/topic/machine-learning/pycaret
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[automl-classify-github]: https://github.com/crate/cratedb-examples/blob/main/topic/machine-learning/pycaret/automl_classification_with_pycaret.py
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[automl-classify-colab]: https://colab.research.google.com/github/crate/cratedb-examples/blob/main/topic/machine-learning/pycaret/automl_classification_with_pycaret.ipynb
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[pandas]: https://pandas.pydata.org/
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[PyCaret]: https://www.pycaret.org
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[scikit-learn]: https://scikit-learn.org/
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[TensorFlow]: https://www.tensorflow.org/
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[Time Series Modeling using Machine Learning]: https://cratedb.com/blog/introduction-to-time-series-modeling-with-cratedb-machine-learning-time-series-data
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[tracking-merlion-colab]: https://colab.research.google.com/github/crate/cratedb-examples/blob/main/topic/machine-learning/mlflow/tracking_merlion.ipynb
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[tracking-merlion-github]: https://github.com/crate/cratedb-examples/blob/main/topic/machine-learning/mlflow/tracking_merlion.ipynb

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