Top 13 Python Scientific Computing Projects
A flexible package manager that supports multiple versions, configurations, platforms, and compilers.Project mention: Having to work with C++ made me appreciate how good Rust is. | reddit.com/r/rust | 2022-01-12
I do not agree with this statement. There are multiple package managers for C++. I like vcpkg, but there's also conan, spack, etc.
CUDA integration for Python, plus shiny features
OPS - Build and Run Open Source Unikernels. Quickly and easily build and deploy open source unikernels in tens of seconds. Deploy in any language to any cloud.
Eliot: the logging system that tells you *why* it happened
ruptures: change point detection in PythonProject mention: [D] Inverse of Event Detection - Temporal Disruption Analysis | reddit.com/r/MachineLearning | 2021-07-25
For offline CPD I’ve seen projects that use ruptures. In addition to the paper mentioned above this survey also felt quite accessible.
OpenCL integration for Python, plus shiny featuresProject mention: Doubts on pyopencl | reddit.com/r/OpenCL | 2021-08-02
I thought the project could be dead, but then I looked into the latest commits to the repository, and it is certainly not dead as a project.
A library for scientific machine learningProject mention: Physics-Informed ML Simulator for Wildfire Propagation (Video) | reddit.com/r/Julia | 2021-02-15
[HELP REQUESTED] Generalized Additive Models in PythonProject mention: [P] glum: High performance Python generalized linear modeling, a glmnet alternative! | reddit.com/r/MachineLearning | 2021-10-11
GLMs are nice and all, but I'd also like to see some love for GAMs. pygam looks pretty much dead for some years now.
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
A framework for Smoothed Particle Hydrodynamics in PythonProject mention: I hear about Python being slow, but when has performance actually been an issue for you? | reddit.com/r/Python | 2021-04-21
Taking a quick look, PySPH looks pretty good... actually, this looks way, way better than what was around last time I looked! I haven't seen any validation tests in their examples yet, but overall the results look promising. Looks like you may still have to write quite a bit of code to get the simulation set up, but at least you won't have to write your own solver.
An open-source systems and controls toolbox for Python3
A Python toolbox for quantitative, reproducible flow cytometry analysisProject mention: Yes this another post asking for a cracked FlowJo | reddit.com/r/labrats | 2021-10-06
Another alternative is cytoflow which is maybe a bit more comfortable to use.
Image Reading, Metadata Conversion, and Image Writing for Microscopy Images in PythonProject mention: Give me a starting nudge: microscopy image processing in python | reddit.com/r/Python | 2021-05-27
czi: https://github.com/allencellmodeling/aicsimageio nd2: https://rbnvrw.github.io/nd2reader/
Python-based Derivative-Free Optimization with Bound ConstraintsProject mention: Gradient-Free-Optimizers A collection of modern optimization methods in Python | news.ycombinator.com | 2021-02-28
I've used this, and it works nicely: https://github.com/numericalalgorithmsgroup/pybobyqa. I'd be happy if it were added to your project, then I could just use yours and have access to a bunch of alternatives with the same API.
A basic expression evaluator and depth analyzerProject mention: Help me pls | reddit.com/r/learnpython | 2021-03-27
Python Scientific Computing related posts
Brand New HPC Sysadmin at a Major University, Where to Start?
6 projects | reddit.com/r/HPC | 28 Oct 2021
[D] Inverse of Event Detection - Temporal Disruption Analysis
1 project | reddit.com/r/MachineLearning | 25 Jul 2021
Give me a starting nudge: microscopy image processing in python
3 projects | reddit.com/r/Python | 27 May 2021
Data as a build system ?
4 projects | reddit.com/r/dataengineering | 26 Apr 2021
Help me pls
1 project | reddit.com/r/learnpython | 27 Mar 2021
1 project | reddit.com/r/Python | 24 Mar 2021
Physics-Informed ML Simulator for Wildfire Propagation (Video)
1 project | reddit.com/r/Julia | 15 Feb 2021
What are some of the best open-source Scientific Computing projects in Python? This list will help you:
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