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Talks and Tutorials
===================

.. note:: This is a selection of talks and tutorials that have been given by members of
    the Numba team as well as Numba users.  If you know of a Numba-related talk
    that should be included on this list, please `open an issue <https://github.com/numba/numba/issues>`_.

Talks on Numba
--------------

* AnacondaCON 2018 - Accelerating Scientific Workloads with Numba - Siu Kwan Lam (`Video <https://www.youtube.com/watch?v=6oXedk2tGfk>`__)
* `DIANA-HEP Meeting, 23 April 2018 <https://indico.cern.ch/event/709711/>`__ - Overview of Numba - Stan Seibert

Talks on Applications of Numba
------------------------------

* GPU Technology Conference 2016 - Accelerating a Spectral Algorithm for Plasma Physics with Python/Numba on GPU - Manuel Kirchen & Rémi Lehe (`Slides <http://on-demand.gputechconf.com/gtc/2016/presentation/s6353-manuel-kirchen-spectral-algorithm-plasma-physics.pdf>`__)
* `DIANA-HEP Meeting, 23 April 2018 <https://indico.cern.ch/event/709711/>`_ - Use of Numba in XENONnT - Chris Tunnell
* `DIANA-HEP Meeting, 23 April 2018 <https://indico.cern.ch/event/709711/>`_ - Extending Numba for HEP data types - Jim Pivarski
* STAC Summit, Nov 1 2017 - Scaling High-Performance Python with Minimal Effort - Ehsan Totoni (`Video <https://stacresearch.com/STAC-Summit-1-Nov-2017-Intel-Totoni>`__, `Slides <https://stacresearch.com/system/files/resource/files/STAC-Summit-1-Nov-2017-Intel-Totoni.pdf>`__)
* SciPy 2018 - UMAP: Uniform Manifold Approximation and Projection for Dimensional Reduction - Leland McInnes (`Video <https://www.youtube.com/watch?v=nq6iPZVUxZU>`__, `Github <https://github.com/lmcinnes/umap>`__)
* PyData Berlin 2018 - Extending Pandas using Apache Arrow and Numba - Uwe L. Korn (`Video <https://www.youtube.com/watch?v=tvmX8YAFK80>`__, `Blog <https://uwekorn.com/2018/08/03/use-numba-to-work-with-apache-arrow-in-pure-python.html>`__)
* FOSDEM 2019 - Extending Numba - Joris Geessels  (`Video, Slides & Examples <https://fosdem.org/2019/schedule/event/python_extending_numba/>`__)
* PyCon India 2019 - Real World Numba: Taking the Path of Least Resistance - Ankit Mahato (`Video <https://www.youtube.com/watch?v=rhbegsr8stc>`__)
* SciPy 2019 - How to Accelerate an Existing Codebase with Numba - Siu Kwan Lam & Stanley Seibert (`Video <https://www.youtube.com/watch?v=-4tD8kNHdXs>`__)
* SciPy 2019 - Real World Numba: Creating a Skeleton Analysis Library - Juan Nunez-Iglesias (`Video <https://www.youtube.com/watch?v=0pUPNMglnaE>`__)
* SciPy 2019 - Fast Gradient Boosting Decision Trees with PyGBM and Numba - Nicholas Hug (`Video <https://www.youtube.com/watch?v=cLpIh8Aiy2w>`__)
* PyCon Sweden 2020 - Accelerating Scientific Computing using Numba - Ankit Mahato (`Video <https://www.youtube.com/watch?v=d_21Q0UoWrQ>`__)

Tutorials
---------

* SciPy 2017 - Numba: Tell those C++ Bullies to Get Lost - Gil Forsyth & Lorena Barba (`Video <https://www.youtube.com/watch?v=1AwG0T4gaO0>`__, `Notebooks <https://github.com/gforsyth/numba_tutorial_scipy2017>`__)
* GPU Technology Conference 2018 - GPU Computing in Python with Numba - Stan Seibert (`Notebooks <https://github.com/ContinuumIO/gtc2018-numba>`__)
* PyData Amsterdam 2019 - Create CUDA kernels from Python using Numba and CuPy - Valentin Haenel (`Video <https://www.youtube.com/watch?v=CQDsT81GyS8>`__)