Dask Examples
=============

These examples show how to use Dask in a variety of situations.

First, there are some high level examples about various Dask APIs like arrays,
dataframes, and futures, then there are more in-depth examples about
particular features or use cases.

You can run these examples in a live session here: |Binder|

.. |Binder| image:: https://static.mybinder.org/badge_logo.svg
   :target: https://mybinder.org/v2/gh/dask/dask-examples/main?urlpath=lab

.. toctree::
   :maxdepth: 1
   :caption: Basic Examples

   array
   bag
   dataframe
   delayed
   futures
   machine-learning
   sql
   xarray
   resilience

.. toctree::
   :maxdepth: 1
   :caption: Dataframes

   dataframes/01-data-access
   dataframes/02-groupby
   dataframes/03-from-pandas-to-dask
   dataframes/04-reading-messy-data-into-dataframes

.. toctree::
   :maxdepth: 1
   :caption: Machine Learning

   machine-learning/blockwise-ensemble
   machine-learning/scale-scikit-learn
   machine-learning/parallel-prediction
   machine-learning/torch-prediction
   machine-learning/training-on-large-datasets
   machine-learning/incremental
   machine-learning/text-vectorization
   machine-learning/hyperparam-opt.ipynb
   machine-learning/xgboost
   machine-learning/voting-classifier
   machine-learning/tpot
   machine-learning/glm
   machine-learning/svd

.. toctree::
   :maxdepth: 1
   :caption: Applications

   applications/json-data-on-the-web
   applications/async-await
   applications/async-web-server
   applications/embarrassingly-parallel
   applications/evolving-workflows
   applications/image-processing
   applications/prefect-etl
   applications/stencils-with-numba
   applications/forecasting-with-prophet

.. toctree::
   :maxdepth: 1
   :caption: User Surveys

   surveys/2021.ipynb
   surveys/2020.ipynb
   surveys/2019.ipynb

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