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Top 23 Python Science Projects
A computer algebra system written in pure PythonProject mention: Vectorization: Introduction | news.ycombinator.com | 2023-06-01
> Array programming, a style of computer programming where operations are applied to whole arrays instead of individual elements
> Automatic vectorization, a compiler optimization that transforms loops to vector operations
> Image tracing, the creation of vector from raster graphics
> Word embedding, mapping words to vectors, in natural language processing
> Vectorization (mathematics), a linear transformation which converts a matrix into a column vector
Vector (disambiguation) https://en.wikipedia.org/wiki/Vector
> Vector (mathematics and physics):
> Row and column vectors, single row or column matrices
> Vector space
> Vector field, a vector for each point
And then there are a number of CS usages of the word vector for 1D arrays.
Compute kernel: https://en.m.wikipedia.org/wiki/Compute_kernel
GPGPU > Vectorization, Stream Processing > Compute kernels: https://en.wikipedia.org/wiki/General-purpose_computing_on_g...
sympy.utilities.lambdify.lambdify() https://github.com/sympy/sympy/blob/a76b02fcd3a8b7f79b3a88df... :
> """Convert a SymPy expression into a function that allows for fast numeric evaluation [with the CPython math module, mpmath, NumPy, SciPy, CuPy, JAX, TensorFlow, SymPt, numexpr,]
pyorch lambdify PR, sympytorch: https://github.com/sympy/sympy/pull/20516#issuecomment-78428...
> Turn SymPy expressions into PyTorch Modules.
> SymPy floats (optionally) become trainable parameters. SymPy symbols are inputs to the Module.
sympy2jax https://github.com/MilesCranmer/sympy2jax :
> Turn SymPy expressions into parametrized, differentiable, vectorizable, JAX functions.
> All SymPy floats become trainable input parameters. SymPy symbols become columns of a passed matrix.
Astronomy and astrophysics core libraryProject mention: [R] Astronomia ex machina: a history, primer and outlook on neural networks in astronomy | /r/MachineLearning | 2023-05-31
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DeepVariant is an analysis pipeline that uses a deep neural network to call genetic variants from next-generation DNA sequencing data.Project mention: Look over my purchase, is there anything I should return? | /r/buildapc | 2023-05-06
ModelScope: bring the notion of Model-as-a-Service to life.Project mention: Ai Generated Pizza Commercial | /r/oddlyterrifying | 2023-04-25
They have a github, it's open. Not the data it's trained on, of course, but still, nothing sketchy about the tech itself if that's what you're insinuating: https://github.com/modelscope/modelscope
Operate and manipulate physical quantities in Python (by hgrecco)Project mention: misura: Python library for easy unit handling and conversion for scientific & engineering applications. | /r/Physics | 2023-05-02
Same question for pint?
Colour Science for PythonProject mention: Colorists work in Resolve? | /r/colorists | 2023-04-30
People that work on resolve also work on https://github.com/colour-science/colour which is most REFERENCE code and complete support there is.
Renders papers from arXiv as responsive web pages so you don't have to squint at a PDF.Project mention: [D] What’s the best way to read papers on Kindle? | /r/MachineLearning | 2023-05-27
To view arxiv papers as HTML there is already https://www.arxiv-vanity.com/
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QuTiP: Quantum Toolbox in PythonProject mention: Single Photon Source Simulation in Qiskit? | /r/QuantumComputing | 2023-04-01
ruptures: change point detection in Python
Python+Numpy+OpenGL: fast, scalable and beautiful scientific visualizationProject mention: Discussion Thread | /r/neoliberal | 2022-08-19
Something like this? https://github.com/glumpy/glumpy
Data intensive science for everyone.Project mention: BIOINFORMATICS PROJECT | /r/bioinformatics | 2022-10-16
Python Materials Genomics (pymatgen) is a robust materials analysis code that defines classes for structures and molecules with support for many electronic structure codes. It powers the Materials Project.Project mention: Robust references for computational chemistry and python | /r/chemistry | 2022-07-05
ObsPy: A Python Toolbox for seismology/seismological observatories.
poliastro - :rocket: Astrodynamics in PythonProject mention: Look for: A low-cost project for 2nd-year college student | /r/AerospaceEngineering | 2022-10-10
Contribute to open-source aerospace libraries like poliastro
PYBOSSA is the ultimate crowdsourcing framework (aka microtasking) to analyze or enrich data that can't be processed by machines alone.Project mention: Open Sourced Crowdsourcing tool | /r/opensource | 2022-10-26
A leading-edge control system for quantum information experimentsProject mention: Senior FPGA Engineer in quantum computing startup, Oxfordshire UK | /r/FPGA | 2022-09-06
At Oxford Ionics we're looking for a senior FPGA engineer to work on our ARTIQ-based experimental control system and build our FPGA team. We're using Migen HDL and Python and software engineering knowledge are highly desirable. No prior quantum computing knowledge is required!
An open-source internal ballistics simulator for rocket motor experimentersProject mention: My partner’s son really wants to make a sugar rocket- what to discuss with him | /r/rocketry | 2023-01-08
keep away from PVC tubes, cause those shatter rather than peel like with cardboard or aluminium tubes. and unlike aluminium, it doesn't turn up in x-rays. don't follow online video tutorials, cause they're often simplified massively and don't explain the complexities. anyways, here's an online video tutorial (ironic) series by someone who's built much more complicated motors than pvc tubes packed with sugar. He does this at MIT, and also co-made OpenMotor, a software to get estimated chamber pressure, KN (a value proportional to the chamber pressure and surface area of burning, can't remember the exact formula for it), and thrust, plotted on a graph relative to time. There's also this site, which is basically the archive of someone who's been building amateur motors for decades, and it contains hundreds of separate pages, most of which contain extremely useful information, especially the theory section. I'm currently designing my own motor using sugar too, and these have all been a massive help.
salabim - discrete event simulation in Python
A curated list of awesome scientific Python resourcesProject mention: Como parar de agir assim? | /r/brdev | 2023-01-05
TARDIS - Temperature And Radiative Diffusion In Supernovae
List of awesome RSS channels related to startup, science and technology.Project mention: Debate with People who enjoy tinkering about technology | news.ycombinator.com | 2023-04-09
A library for using chemistry in your applications
A wrapper program to parallelize and automate runs of "Structure", "fastStructure" and "MavericK".Project mention: Two ways to parallelize STRUCTURE | /r/bioinformatics | 2023-03-11
There is also structure_threader which works amazingly for me (Github Link)
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Python Science related posts
3 projects | news.ycombinator.com | 1 Jun 2023
[R] Astronomia ex machina: a history, primer and outlook on neural networks in astronomy
1 project | /r/MachineLearning | 31 May 2023
[D] What’s the best way to read papers on Kindle?
2 projects | /r/MachineLearning | 27 May 2023
Look over my purchase, is there anything I should return?
2 projects | /r/buildapc | 6 May 2023
misura: Python library for easy unit handling and conversion for scientific & engineering applications.
2 projects | /r/Physics | 2 May 2023
Colorists work in Resolve?
1 project | /r/colorists | 30 Apr 2023
Ai Generated Pizza Commercial
1 project | /r/oddlyterrifying | 25 Apr 2023
A note from our sponsor - InfluxDB
www.influxdata.com | 6 Jun 2023
What are some of the best open-source Science projects in Python? This list will help you: