.. _air-examples-ref:

========
Examples
========

End-to-end tutorials
--------------------

- :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.
- :doc:`/ray-air/examples/torch_incremental_learning`: Incrementally train and deploy a PyTorch CV model
- :doc:`/ray-air/examples/huggingface_text_classification`: How to use Ray AIR to run Hugging Face Transformers fine-tuning on a text classification task.
- :doc:`/ray-air/examples/rl_serving_example`

.. air-general-examples:

Feature Guides
--------------

- :doc:`/ray-air/examples/analyze_tuning_results`: How to analyze trial results (e.g. find the best trial) of a hyperparameter tuning run.
- :doc:`/ray-air/examples/upload_to_comet_ml`
- :doc:`/ray-air/examples/upload_to_wandb`


Trainers
--------

- :doc:`/ray-air/examples/lightgbm_example`
- :doc:`/ray-air/examples/rl_offline_example`
- :doc:`/ray-air/examples/rl_online_example`
- :doc:`/ray-air/examples/sklearn_example`
- :doc:`/ray-air/examples/xgboost_example`