Python for Scientific Computing

The lesson

  • Introduction to Python
  • Jupyter
  • NumPy
  • Advanced NumPy
  • Pandas
  • Xarray
  • Plotting with Matplotlib
  • Plotting with Vega-Altair
  • Working with Data
  • Scripts
  • Profiling
  • Productivity tools
  • SciPy
  • Library ecosystem
  • Dependency management
  • Binder
  • Parallel programming
  • Packaging
  • Web APIs with Python

Reference

  • Software installation
  • Quick reference
  • List of exercises
  • Instructor’s guide
  • In depth analysis of some selected file formats
Python for Scientific Computing
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