ray/doc/source/ray-air/examples/index.rst
Simon Mo 7471b1fa41
[Serve] [AIR] ModelWrapper improvements and docs (#25003)
* batching collation code and tests

* wip notebook for np and dataframe

* finish content

* reset ray-more-libs changes

* add comments

* run through

* Apply suggestions from code review

Co-authored-by: shrekris-anyscale <92341594+shrekris-anyscale@users.noreply.github.com>

* rename package

* lint

* richard's comment

Co-authored-by: shrekris-anyscale <92341594+shrekris-anyscale@users.noreply.github.com>
2022-06-07 08:53:10 -07:00

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.. _air-examples-ref:
========
Examples
========
Framework-specific Examples
---------------------------
- :doc:`/ray-air/examples/lightgbm_example`: Distributed training with LightGBM
- :doc:`/ray-air/examples/xgboost_example`: Distributed training with LightGBM
- :doc:`/ray-air/examples/sklearn_example`: Integrating with Scikit-Learn (non-distributed)
Tabular Data
------------
- :doc:`/ray-air/examples/tfx_tabular_train_to_serve`: How to use Ray AIR to train a Keras model on tabular data and serve it.
Text/NLP
--------
- :doc:`/ray-air/examples/huggingface_text_classification`: How to use Ray AIR to run Hugging Face Transformers fine-tuning on a text classification task.
Image/CV
--------
- :doc:`/ray-air/examples/torch_image_example`
RL (RLlib)
----------
- :doc:`/ray-air/examples/rl_serving_example`
- :doc:`/ray-air/examples/rl_online_example`
- :doc:`/ray-air/examples/rl_offline_example`
Advanced
--------
- :doc:`/ray-air/examples/torch_incremental_learning`: Incrementally train and deploy a PyTorch CV model