probcomp Goto Github PK

adev

Haskell prototype to accompany the paper "ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs"

adev.jl

Experimental port of ADEV to Julia

aistats2023-smcp3

autoimcmc

Code accompanying the paper "Automating Involutive MCMC using Probabilistic and Differentiable Programming"

automated-involutive-mcmc-tex

Tech report writeup of Gen's involution MCMC construct

bayes3d

bayesdb

A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself. New implementation in http://github.com/probcomp/bayeslite

bayeslite

BayesDB on SQLite. A Bayesian database table for querying the probable implications of data as easily as SQL databases query the data itself.

bayeslite-apsw

bayesrest

bdbcontrib

BayesDB contributions, including plotting, helper methods, and examples

caliban

Research workflows made easy, locally and in the Cloud.

cgpm

Library of composable generative population models which serve as the modeling and inference backend of BayesDB.

cgpm2

Minimal implementation of composable generative population models for Bayesian synthesis of probabilistic programs.

chi-sight-mkl

Intro to genjax and bayes3d concepts.

circuits.jl

clips.jl

Cooperative Language-Guided Inverse Plan Search (CLIPS).

cloudless

Distributed computational science made easy, in Python

counties-demo

crosscat

A domain-general, Bayesian method for analyzing high-dimensional data tables

curve-fitting

A simple application demonstrating some of the capabilities of the Metaprob probabilistic programming language

deep_object_pose

Deep Object Pose Estimation (DOPE) – ROS inference (CoRL 2018)

depthrender

A depth renderer with a simple numpy interface, and a gRPC microservice that serves it.

depthrenderer

Minimal OpenGL-based 3D depth renderer in Julia

developer

Developer environment for probcomp repos

distributions

Low-level primitives for collapsed Gibbs sampling in python and C++

durablevs

DURableVS: Data-efficient Unsupervised Recalibrating Visual Servoing via online learning in a structured generative model

dynamicforwarddiff.jl

An experimental fork of ForwardDiff.jl to support differentiation with respect to an a-priori unknown number of parameters

gen-blog-comments

This repository exists to collect comments on the Gen blog.

gen-examples-perception

Examples of Gen applied to perception problems