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Python initiation: core language, modern workflows, and scientific applications

Appetizer with JupyterLite

Get and use the training source

Generalities on Python

Basic Pure Python

Structure and reuse code

Use, make & share Python software

Scientific Python (basics)

Python scientific ecosystem Introduction to Numpy and the Python Array API standard NumPy efficiency Creation of Numpy arrays Manipulating NumPy arrays Introduction to Matplotlib and alternatives Practice: image processing Introduction to Pandas and alternatives Practice: weather data

Recommended file formats

Software engineering

Intermediate pure Python

Performance optimization

Other languages and wrapping

Tools for Python HPC

Application on numerical kernels

A bit of Web Native Python applications GPU Databases

Future & science fiction

Scientific Python (basics)

Table of contents¶

Python scientific ecosystem
Introduction to Numpy and the Python Array API standard
NumPy efficiency
Creation of Numpy arrays
Manipulating NumPy arrays
Introduction to Matplotlib and alternatives
Practice: image processing
Introduction to Pandas and alternatives
Practice: weather data

Python initiation: core language, modern workflows, and scientific applications

Modern Python packaging

Python initiation: core language, modern workflows, and scientific applications

Python scientific ecosystem