Using Python in an HPC environment

Pre-requirements:

Pre-requirements
Prepare the environment

Common:

Schedule
Log in and other preparations
Use the tarball with exercises
Use a text editor
HPC clusters
NAISS projects overview

Lessons day 1 (Intro to Python):

Link to Day 1 (Intro to Python)

Lessons day 2 (packages and analysis):

Introduction
Using packages
Install packages
Use isolated environments
Basic batch and Slurm
Interactive work on the compute nodes
Desktop On Demand
Starting IDEs from command line
Using IDEs
Summary day 2
Evaluation
Python documentations at the different HPC centres

Lessons day 3 (advanced analysis):

A Brief Intro to Matplotlib
Intro to Pandas on HPC
A Brief Introduction to the Seaborn Statistical Plotting Library
Big data with Python
Running Python in batch mode
Summary day 3
Evaluation

Lessons day 4 (parallel and ML):

Parallel computing with Python
Using GPUs with Python
Machine Learning and Deep Learning
Dimensionality Reduction
Evaluation
Summary day 4

Extra:

On Bianca cluster
Other courses
More about packages
Developing in isolated environments
Jupyter at Kebnekaise
On Kebnekaise cluster
More about ML
On UPPMAX clusters

Using Python in an HPC environment

Evaluation
Edit on GitHub

Evaluation

The evaluation form can be found here: https://forms.office.com/e/i9FE60VZhV

Previous Next

© Copyright 2025, UPPMAX/HPC2N/LUNARC/InfraVis.

Built with Sphinx using a theme provided by Read the Docs.