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Advanced Python for science

About this training
Preliminaries
- Setup your computer
- Clone the repo of this training
Appetizer with JupyterLite
Generalities on Python
Basic Pure Python
Structure and reuse code
Using Python software
Scientific Python (basics)
Recommended file formats
- HDF5 and NetCDF files
Software engineering
Intermediate pure Python
Performance optimization
- Generalities on optimization in sequential
- Profiling
Other languages and wrapping
Parallelism
Tools for Python HPC
- Cython
- Pythran
- Numba
- JAX
- Codon
Application on numerical kernels
- NBody
- DTW
A bit of Web
Native Python applications
GPU
Databases
Future & science fiction

Repository
Open issue

.md

Software engineering

Contents

Table of contents

Software engineering#

Table of contents#

Versioning
Continuous integration
Documentation
Debugging
Gradual typing

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HDF5 and NetCDF files

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Versioning

Contents

Table of contents

By The py-edu-fr community

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