PyMC VS SymPy

Compare PyMC vs SymPy and see what are their differences.

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PyMC SymPy
3 33
8,103 12,008
1.3% 1.7%
9.4 10.0
1 day ago 1 day ago
Python Python
GNU General Public License v3.0 or later GNU General Public License v3.0 or later
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
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.

PyMC

Posts with mentions or reviews of PyMC. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-06.
  • What is Probabilistic Programming?
    4 projects | /r/learnmachinelearning | 6 Sep 2021
    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

SymPy

Posts with mentions or reviews of SymPy. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-28.

What are some alternatives?

When comparing PyMC and SymPy you can also consider the following projects:

SciPy - SciPy library main repository

NumPy - The fundamental package for scientific computing with 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

Numba - NumPy aware dynamic Python compiler using LLVM

statsmodels - Statsmodels: statistical modeling and econometrics in Python

Dask - Parallel computing with task scheduling

NetworkX - Network Analysis in 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.

ti84-forth - A Forth implementation for the TI-84+ calculator.

Ndless - The TI-Nspire calculator extension for native applications

pyro - Deep universal probabilistic programming with Python and PyTorch