examples-tutorials.rst

Examples

Array

:doc:`Array documentation<array>`

.. toctree::
   :maxdepth: 1

   examples/array-numpy.rst
   examples/array-hdf5.rst
   examples/array-random.rst
   examples/array-extend.rst

• Blogpost: Distributed NumPy and Image Analysis on a Cluster, January 2017
• Use Dask.array to generate task graphs
• Alternating Least Squares for collaborative filtering

Bag

:doc:`Bag documentation<bag>`

.. toctree::
   :maxdepth: 1

   examples/bag-json.rst
   examples/bag-word-count-hdfs.rst

DataFrame

:doc:`DataFrame documentation<dataframe>`

.. toctree::
   :maxdepth: 1

   examples/dataframe-csv.rst
   examples/dataframe-hdf5.rst

• Blogpost: Dataframes on a cluster, January 2017
• Distributed DataFrames on NYCTaxi data
• Build Parallel Algorithms for Pandas
• Simple distributed joins
• Build Dask.dataframes from custom format, feather

Delayed

:doc:`Delayed documentation<delayed>`

.. toctree::
   :maxdepth: 1

   examples/delayed-array.rst
   examples/delayed-custom.rst

• Blogpost: Delayed on a cluster, January 2017
• Blogpost: Dask and Celery, September 2016
• Basic Delayed example
• Build Parallel Algorithms for Pandas
• Build Dask.dataframes from custom format, feather

Distributed Concurrent.futures

Concurrent.futures documentation

• Custom workflows
• Ad Hoc Distributed Random Forests
• Web Servers and Asynchronous task scheduling

Tutorial

A Dask tutorial from July 2015 (fairly old) is available here: https://github.com/dask/dask-tutorial