HackMDHigh-Performance Data Analytics with Python - Schedule
Jan. 21 - 23, 09:00 - 12:00 (CET), 2025
General information
Links for the workshop:
- This HackMD page: https://hackmd.io/@yonglei/python-hpda-2025-schedule
- Lesson material: https://enccs.github.io/hpda-python/
- Workshop page: https://enccs.se/events/hpda-python-jan-25/
- Zoom link:
- Workshop feedback form:
- Workshop will be recorded but participant interactions edited out before publishing.
Links for ENCCS
- ENCCS: https://enccs.se/
- Events: https://enccs.se/events/
- Newsletter: https://enccs.se/newsletter
- Follow us on LinkedIn, Twitter, and YouTube
Instructors and helpers
- Ashwin Mohanan (AM), ENCCS/RISE
- Francesco Fiusco (FF), ENCCS/RISE
- Qiang Li (QL), ENCCS/LiU
- Yonglei Wang (YW), ENCCS/LiU
Ice breaking question
What's your first name, and on what project you are working with Python?
- Marcus - Data analysis of large scale metagenomic data as well as bioinformatics.
- Marcin, a number of different projects in bioinformatics. Also using uPython quite a bit. Working in R and Python in general.
- Endrina - Omics data analysis
- Maureen - I use Python to analyse climate model outputs
- Kristyna - I mostly focus of DFT calculations and use Python for analysing data and visualisation
- Erik - Working in Python. Doing data science, normally associated with GNSS.
- Victor, working in Python doing radar/localization simulations and optimization.
- Emil - Analyzing material x-ray images, e.g. phase quantification and residual stresses.
- Francesco, mainly postprocessing of CFD data
- Guido - using python for developing deep learning based algorithm for computer vision surgical robots
- Leonidas - I use python for bayesian optimization in the context of explainable AI
- Arun: MPAS-Atmosphere Model Output Data Analysis
- Kirils - working in numerical modelling of physica
- Julia - I do computational chemistry modeling, so I use Python for MD and DFT results analysis
- Lourdes - I use
- Pablo - working on AI applied to electronic structure
- Obadero Samuel - I use python for Data analysis and visualization.
- Erika: x-ray image analys
Schedule
(Jan. 21) Day 1
| Time | Contents | Instructor(s) |
|---|---|---|
| 09:00-09:15 | Welcome | YW |
| 09:15-09:30 | Motivation | YW |
| 09:30-10:20 | Scientific data | FF |
| 10:20-10:40 | Break | |
| 10:40-11:55 | Efficient array computing | FF |
| 11:55-12:00 | Q/A & Reflections |
(Jan. 22) Day 2
| Time | Contents | Instructor(s) |
|---|---|---|
| 09:05-10:20 | Parallel computing | QL |
| 10:20-10:40 | Break | |
| 10:40-11:55 | Benchmarking, profiling and optimizing | AM |
| 11:55-12:00 | Q/A & Reflections |
(Jan. 23) Day 3
| Time | Contents | Instructor(s) |
|---|---|---|
| 09:05-10:15 | Performance boosting | YW |
| 10:15-10:30 | Break | |
| 10:30-11:55 | Dask for scalable analytics | AM |
| 11:55-12:00 | Q/A & Summary | YW |
Code of Conduct
We strive to follow the Contributor Covenant Code of Conduct to foster an inclusive and welcoming environment for everyone.
In short:
- Use welcoming and inclusive language
- Be respectful of different viewpoints and experiences
- Gracefully accept constructive criticism
- Focus on what is best for the community
- Show courtesy and respect towards other community members
Contact details to report CoC violations can be found here.
