LynxKite
PyMC
| LynxKite | PyMC | |
|---|---|---|
| - | 3 | |
| 135 | 8,171 | |
| 0.7% | 0.6% | |
| 4.3 | 9.5 | |
| 17 days ago | about 15 hours ago | |
| Scala | Python | |
| GNU Affero General Public License v3.0 | GNU General Public License v3.0 or later |
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For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
LynxKite
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Tracking mentions began in Dec 2020.
PyMC
- PYMC Release: v5.0.0
-
An Astronomer's Introduction to NumPyro
I believe the pymc versions were resolved into developing version 4 of pymc. Development at https://github.com/pymc-devs/pymc
It still depends on theano now evolved and renamed
-
What is Probabilistic Programming?
This tutorial explains what is probabilistic programming & provides a review of 5 frameworks (PPLs) using an example taken from Chapter 4 of Statistical Rethinking by Dr. Richard McElreath. Frameworks (PPLs) reviewed are - Stan (https://mc-stan.org/) PyMC3 (https://docs.pymc.io/) Tensorflow Probability (https://www.tensorflow.org/probability) Pyro/NumPyro (https://pyro.ai/) Turing.jl (https://turing.ml/stable/) I also provide the basic review of a great library called arviz (https://arviz-devs.github.io/arviz/), which can be used for all the above-mentioned PPLs to do Exploratory Data Analysis of Bayesian Models. Here is the link to the notebook in which I have implemented the example model using the above Frameworks/PPLs https://colab.research.google.com/drive/1zgR2b0j2waGi1ppnIe1rw7emkbBXtMqF?usp=sharing
What are some alternatives?
NetworkX - Network Analysis in Python
statsmodels - Statsmodels: statistical modeling and econometrics in Python
Pandas - Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more
Dask - Parallel computing with task scheduling
NumPy - The fundamental package for scientific computing with Python.
stan - Stan development repository. The master branch contains the current release. The develop branch contains the latest stable development. See the Developer Process Wiki for details.
Numba - NumPy aware dynamic Python compiler using LLVM
orange - 🍊 :bar_chart: :bulb: Orange: Interactive data analysis
SymPy - A computer algebra system written in pure Python
SciPy - SciPy library main repository
pyro - Deep universal probabilistic programming with Python and PyTorch