Advanced Python for science

This is a website for a training on Python for science written by the group py-edu-fr.

Content

• About this training
• Preliminaries
• Appetizer
• Generalities
• Python limitations
• Pure Python (basics)
• Structure and reuse code
• Using Python software
• Scientific Python (basics)
• Debugging
• Gradual typing
• Generalities on optimization in sequential
• Profiling
• Other languages and wrapping
  • Wrapping C and C++
  • Wrapping Rust
  • Wrapping Fortran
• Parallelism
  • Threading
  • Concurrency
  • Multiprocessing
  • MPI and mpi4py
• Tools
  • Cython
  • Pythran
  • Numba
  • JAX
  • Codon
• Numerical kernels
  • NBody
  • DTW
• A bit of Web
• Native applications
• GPU
• Database
• Parallelism
  • Subinterpreters
  • Free Threading Python
  • Faster CPython and CPython JIT
  • HPy