funsor VS pyprobml

Compare funsor vs pyprobml and see what are their differences.

funsor

Functional tensors for probabilistic programming (by pyro-ppl)
probabilistic-programming Pytorch Numpy Symbolic Machine Learning pyro Jax
Source Code
funsor.pyro.ai
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pyprobml

Python code for "Probabilistic Machine learning" book by Kevin Murphy (by probml)
jupyter-notebooks Machine Learning Colab pml probabilistic-programming Jax Tensorflow Pytorch pymc3 numpyro flax pyro blackjax
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funsor pyprobml
1 3
233 6,282
1.7% 1.2%
3.3 6.2
9 months ago 5 months ago
Python Jupyter Notebook
Apache License 2.0 MIT License
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funsor

Posts with mentions or reviews of funsor. We have used some of these posts to build our list of alternatives and similar projects.
  • Functions are Vectors
    1 project | news.ycombinator.com | 30 Jul 2023
    Plug for the Funsor library, written by Eli Bingham and me for use in the Pyro and NumPyro probabilistic programming languages. We tried to take the "functions are tensors" perspective and make a numpy-like library for functions, aimed mostly at the log-density functions of probability distributions.

    Paper: "Functional Tensors for Probabilistic Programming" (2019) https://arxiv.org/abs/1910.10775

    Code: https://github.com/pyro-ppl/funsor

pyprobml

Posts with mentions or reviews of pyprobml. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-05-09.

What are some alternatives?

When comparing funsor and pyprobml you can also consider the following projects:

lightwood - Lightwood is Legos for Machine Learning.

numpyro - Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

prml - Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop

pyro - Deep universal probabilistic programming with Python and PyTorch

jaxopt - Hardware accelerated, batchable and differentiable optimizers in JAX.

ivy - The Unified AI Framework

machine-learning-experiments - 🤖 Interactive Machine Learning experiments: 🏋️models training + 🎨models demo

lucid - A collection of infrastructure and tools for research in neural network interpretability.

PRML - PRML algorithms implemented in Python

KoboldAI-Runpod - This is just a simple set of notebooks to load koboldAI and SillyTavern Extras on a runpod with Pytorch 2.0.1 Template

funsor vs lightwood pyprobml vs numpyro funsor vs numpyro pyprobml vs prml funsor vs pyro pyprobml vs jaxopt funsor vs ivy pyprobml vs machine-learning-experiments pyprobml vs lucid pyprobml vs PRML pyprobml vs lightwood pyprobml vs KoboldAI-Runpod