Foundations

References to books, websites, youtube vids, podcasts, etc...

If you like a particular tutorial that you want to see included here, create an issue to submit the recommendation.

♜ == internal resource

HPC & Linux¶

• https://hpcportal.cr.usgs.gov/training/courses/Intro_to_HPC/04_basics.html ♜

• https://hpcportal.cr.usgs.gov/training/courses/Intro_to_HPC/index.html ♜

• Introduction to HPC ♜

• Training GitLab Landing Page ♜

• Introduction to Linux ♜

Python¶

• https://docs.python-guide.org/

• https://github.com/jiffyclub/scipy-2021-intro-to-python

• https://hpcportal.cr.usgs.gov/training/courses/Parallel_Python/index.html ♜

• Hitchhiker’s Guide to Python

• Parallel Python ♜

Numerical/Scientific Computing¶

• General

  • Scientific Python ♜

  • https://hpcportal.cr.usgs.gov/training/courses/Scientific_Python/index.html ♜

  • https://jakevdp.github.io/PythonDataScienceHandbook/

  • Think Stats — Essential Statistics & Data Analysis in Python

• NumPy

  • https://github.com/enthought/Numpy-Tutorial-SciPyConf-2022

  • https://github.com/jpivarski-talks/2022-07-11-scipy-loopy-tutorial

• xarray

  • https://tutorial.xarray.dev/overview/get-started.html

• dask

  • https://tutorial.dask.org/

  • https://github.com/ramonpzg/scipyus21_dask_analytics

• scipy

  • https://docs.scipy.org/doc/scipy/tutorial/index.html

  • https://faculty.washington.edu/otoomet/machinelearning-py/numpy-and-pandas.html

• Visualizations:

  • https://matplotlib.org/stable/tutorials/index.html

  • https://holoviz.org/tutorial

  • https://github.com/symmy596/PythonMaps-Scipy-2022