Run some cool GitHubs on Azure (Python)

  1. Azure sample notebooks (run on Azure)
  2. Azure Python for DS 101 (run on Azure)
  3. Azure cntk  (run on Azure)
  4. Azure Python Data Science Handbook (run on Azure)
  5. https://github.com/TrackDR/ModdedIpythonNotebooks (run on Azure)
  6. https://github.com/JWarmenhoven/ISLR-python (run on Azure)
  7. https://github.com/jdwittenauer/ipython-notebooks (run on Azure)
  8. https://github.com/masinoa/machine_learning (run on Azure)
  9. https://github.com/jakevdp/sklearn_tutorial (run on Azure)
  10. https://github.com/scikit-image/skimage-tutorials (run on Azure)
  11. https://github.com/spatialaudio/digital-signal-processing-lecture (run on Azure)
    1. docs
  12. https://github.com/AllenDowney/ThinkDSP (run on Azure)
  13. https://github.com/AllenDowney/ThinkBayes2 (run on Azure)
  14. https://github.com/AllenDowney/ThinkStats2 (run on Azure)
  15. https://github.com/AllenDowney/ThinkComplexity2 (run on Azure)
  16. https://github.com/AllenDowney/ModSimPy (run on Azure)
  17. https://github.com/AllenDowney/CompStats (run on Azure)
  18. https://github.com/multivac61/wave_digital_notebook (run on Azure)
  19. https://github.com/learnml/machine-learning-specialization (run on Azure)
  20. https://github.com/ipython/ipython-in-depth (run on Azure)
  21. https://github.com/yhilpisch/dx (run on Azure)
  22. https://github.com/yhilpisch/py4fi (run on Azure)
  23. https://github.com/quantopian/research_public (run on Azure)
  24. https://github.com/darribas/gds_scipy16 (run on Azure)
  25. https://github.com/jupyter/jupyter/wiki/A-gallery-of-interesting-Jupyter-Notebooks#introductory-tutorials
  26. Open CV notebooks on Azure
  27. Geospatial notebooks on Azure
  28. Python Lectures on Azure

Good for Python/IPython/Jupyter Beginners

  • Sample notebooks (run on Azure)
    • Introduction to Python.ipynb
  • Python-Lectures (run on Azure)
    • 01.ipynb
  • https://github.com/jdwittenauer/ipython-notebooks (run on Azure)
    1. notebooks/ipython-notebooks/notebooks/language/Intro.ipynb to start
  • Python for DS 101 (run on Azure)
    • 01.Basics.ipynb

Neat starting examples

  • Images
    • https://github.com/scikit-image/skimage-tutorials (run on Azure)
      1. skimage-tutorials/lectures/00_images_are_arrays.ipynb
    • https://github.com/TrackDR/ModdedIpythonNotebooks (run on Azure)
      • ImageStuff.ipynb
  • Finance
    • https://github.com/yhilpisch/py4fi (run on Azure)
      • ipython3/03_Introductory_Examples.ipynb
  • DSP
    • https://github.com/AllenDowney/ThinkDSP (run on Azure)
      • code/chap01.ipynb
    • https://github.com/spatialaudio/digital-signal-processing-lecture (run on Azure)
      • index.ipynb
  • Gaussian Mixture Models
    • Python Data Science Handbook (run on Azure)
      • notebooks/05.12-Gaussian-Mixtures.ipynb
    • https://github.com/jakevdp/sklearn_tutorial (run on Azure)
      • notebooks/04.3-Density-GMM.ipynb

SciPy 2017

Scientific Computing with Python (SciPy 2017, YouTube Official Playlist)

Tutorials

Talks

Geospatial Python

Libraries

Ecosystems

Docker

Examples

Courses

  • GeoPython – AutoGIS 2016 at University of Helsinki (webpage)
  • Geographic Data Science with PySAL and the pydata stack Beginner | SciPy 2016 | Sergio Rey (youtube, github, page)

 

Radar with Python

Radar

  1. Python ARM Radar Toolkit: Page, Github, Examples, Notebooks
  2. NEXRAD on AWS: Page, Notebook(blog post), Notebook, CartoDB
  3. Jonathan Helmus Presentations
    1. Exploring Open Access Weather Radar with the Python ARM Toolkit (notebook, video) SciPy 2015
    2. Designing and implementing weather radar algorithms in Python (pdf, video) Jan 2015
    3. Tools and Techniques for Developing Atmospheric Python Software: Insight from the Python ARM Radar Toolkit (pdf, video) Feb 2014
    4. Open Source Radar Short Course(Sept 2015): Page, Notebooks
    5. Open Radar Short Course 2014: notebooks
    6. ARM-DOE Notebooks
  4. Scott Collis
    1. Github: notebooks
  5. OpenRadar: Page, VM
  6. EVS-ATMOS: Radar in the Cloud (AWS+StarCluster)
  7. Baltrad: Page, git, user’s guide, cookbook, short course
  8. Open Source Paper: DOI, pdf
  9. Scientific Programming in Python for Atmospheric Sciences and Climatology: Notebooks
  10. Wradlib: page, docsshort course, baltrad2wradlib
  11. Nansat: github
  12. Sentinel Toolboxes
  13. MIT SAR Short Course: python, github-python
  14. RIT SAR: github
  15. LROSE: Page, Software, Video on PyArt and LRose(slides), Paper(poster)
  16. SoloPy radar display: github
  17. RSL: page

Ecosystems