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Top 23 Python Mathematic Projects
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Project mention: Ask HN: Programmers Who Want to Get Better at Math | news.ycombinator.com | 2024-09-04
I have some questions for programmers and software engineers who feel they're not good enough at math and want to improve, particularly with the goal of applying math to their current or future jobs, or who consider a career change. This might include fields like ML/AI, data science, graphics programming, video games, physics simulations, scientific and numerical computing, crypto, finance, signal processing, etc.
As the creator of the Awesome Math resource [1], I'm looking to gather and organize math resources specifically for those who fit this description. If that's you, what are your main challenges? Why does math feel difficult? Do you struggle with math notation, similar to how adult musicians without formal training can find modern music notation difficult? What stops you from picking up a math textbook and working through it? Have you ever tried that? What alternatives to traditional textbooks would work better for you?
If you had to go back to the basics, what level would you start from? High school? Middle school? Elementary school? For example, are you comfortable with elementary algebra [2]—solving linear and quadratic equations, simplifying algebraic expressions with fractions and powers, etc.? If not, is this something you feel you need to master before moving on to more advanced math topics?
If you could have a kind of survival guide before progressing to more advanced resources, what would you want included? What would be unnecessary? What topics would you want clearly explained? Which areas of math would you like covered—linear algebra, calculus, geometry, arithmetic, probability theory, combinatorics, something else? Do you know of any such guides? If you've tried them, what did you like about them, and what could be improved?
Feel free to respond here, but if you'd like to stay in touch as I continue developing this long-term project, please also send me an email (see profile) and let me know what you're interested in. I may reach out again later as I make progress.
[1] https://github.com/rossant/awesome-math
[2] https://en.wikipedia.org/wiki/Elementary_algebra
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mathgenerator
A math problem generator, created for the purpose of giving self-studying students and teaching organizations the means to easily get access to high-quality, generated math problems to suit their needs.
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awesome-theoretical-computer-science
The interdicplinary of Mathematics and Computer Science, Distinguisehed by its emphasis on mathemtical technique and rigour.
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InfluxDB
Purpose built for real-time analytics at any scale. InfluxDB Platform is powered by columnar analytics, optimized for cost-efficient storage, and built with open data standards.
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fxpmath
A python library for fractional fixed-point (base 2) arithmetic and binary manipulation with Numpy compatibility.
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spyrograph
Python library for analyzing, exploring, and visualizing epitrochoids and hypotrochoids in just a few lines of code
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polygon
Python module to calculate geometrical properties of arbitrary 2D polygons such as area, center of mass (centroid), solid of revolution and more! (by gerritnowald)
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python Mathematics discussion
Python Mathematics related posts
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Ask HN: Programmers Who Want to Get Better at Math
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Open Mathematics Depository
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Newbie to the field, looking for advices
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Primify: Embed any image into a prime number
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Easily Visualize Mathematical Concepts with Curvipy: A Python Library for Making Math Animations
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Curvipy: A simple and powerful tool for teaching and learning math through visualization
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I made a python script that converts Terry Tao's blogs into pretty LaTeX files to learn programming. Looking for suggestions to improve it!
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A note from our sponsor - SaaSHub
www.saashub.com | 16 Sep 2024
Index
What are some of the best open-source Mathematic projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | awesome-math | 8,660 |
| 2 | meshio | 1,908 |
| 3 | pycm | 1,441 |
| 4 | python-igraph | 1,282 |
| 5 | mathgenerator | 680 |
| 6 | awesome-theoretical-computer-science | 656 |
| 7 | pytransform3d | 618 |
| 8 | primify | 464 |
| 9 | Nashpy | 327 |
| 10 | okama | 204 |
| 11 | pyrgg | 203 |
| 12 | fxpmath | 179 |
| 13 | seagull | 175 |
| 14 | generativepy | 95 |
| 15 | curvipy | 69 |
| 16 | pysketcher | 28 |
| 17 | spyrograph | 22 |
| 18 | rpn | 22 |
| 19 | ndim | 21 |
| 20 | panim | 14 |
| 21 | intro-manim | 11 |
| 22 | dragon-curve | 10 |
| 23 | polygon | 7 |
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