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Top 22 Python Scipy Projects
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data-science-ipython-notebooks
Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
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Readers of this blog who are familiar with LAPACK are likely to not be intimately familiar with the wild world of web technologies. For those coming from the world of numerical and scientific computation and have familiarity with the scientific Python ecosystem, the easiest way to think of stdlib is as an open source scientific computing library in the mold of NumPy and SciPy. It provides multi-dimensional array data structures and associated routines for mathematics, statistics, and linear algebra, but uses JavaScript, rather than Python, as its primary scripting language. As such, stdlib is laser-focused on the web ecosystem and its application development paradigms. This focus necessitates some interesting design and project architecture decisions, which make stdlib rather unique when compared to more traditional libraries designed for numerical computation.
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From what I've seen, there are sort of two paths. I'll provide a well known example from each.
1. lang specific distributed task library
For example, in Python, celery is a pretty popular task system. If you (the dev) are the one doing all the code and running the workflows, it might work well for you. You build the core code and functions, and it handles the processing and resource stuff with a little config.
* https://github.com/celery/celery
Or lower level:
* https://github.com/dask/dask
2. DAG Workflow systems
There are also whole systems for what you're describing. They've gotten especially popular in the ML ops and data engineering world. A common one is AirFlow:
* https://github.com/apache/airflow
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Project mention: Librosa: Python library for audio and music analysis | news.ycombinator.com | 2024-09-03
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I know I've tooted its horn before, but Orange3 is a pretty neat Python-based GUI platform that makes this and a metric buttload of other statistical/ML techniques available to non-programmer types.
Just watch out for null character `x00` in the corpus. That always seems to kill it stone dead.
https://orangedatamining.com/
https://orange3.readthedocs.io/projects/orange-visual-progra...
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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eulerian-remote-heartrate-detection
Remote heart rate detection through Eulerian magnification of face videos
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SchrodingerWellPython
2D 3D Time independent FDM Schrodinger equation solver for arbitrary shape of well
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Python Scipy discussion
Python Scipy related posts
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A not so fast implementation of cosine similarity in C++ and SIMD
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Fortran codes are causing problems
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numerically evaluating wavelets?
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Fortran in SciPy: Get rid of linalg.interpolative Fortran code
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Optimization Without Using Derivatives
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Emerging Technologies: Rust in HPC
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Index
What are some of the best open-source Scipy projects in Python? This list will help you:
# | Project | Stars |
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1 | data-science-ipython-notebooks | 27,993 |
2 | SciPy | 13,455 |
3 | Dask | 13,019 |
4 | cupy | 9,984 |
5 | mlcourse.ai | 9,942 |
6 | librosa | 7,444 |
7 | orange | 5,031 |
8 | matchering | 1,975 |
9 | madmom | 1,401 |
10 | pooch | 658 |
11 | eulerian-remote-heartrate-detection | 327 |
12 | pyhf | 285 |
13 | skinner | 181 |
14 | numpyeigen | 139 |
15 | sparse_dot | 81 |
16 | seaborn-image | 67 |
17 | feets | 53 |
18 | tablespoon | 42 |
19 | SchrodingerWellPython | 28 |
20 | tidfit | 11 |
21 | pythonic | 9 |
22 | python-physics-stuffs | 0 |