Open Source Libraries 👉Density Estimation

28 Open Source Density Estimation Software Projects

Free and open source density estimation code projects including engines, APIs, generators, and tools.

Pytorch Flows 408 ⭐
PyTorch implementations of algorithms for density estimation
Nflows 173 ⭐
Normalizing flows in PyTorch
Variational Inference With Normalizing Flows 130 ⭐
Reimplementation of Variational Inference with Normalizing Flows (https://arxiv.org/abs/1505.05770)
Bnaf 124 ⭐
Pytorch implementation of Block Neural Autoregressive Flow
Flowpp 124 ⭐
Code for reproducing Flow ++ experiments
Manifold Flow 122 ⭐
Manifold-learning flows (ℳ-flows)
Real Nvp Pytorch 74 ⭐
Real NVP PyTorch a Minimal Working Example
Extreme Deconvolution 67 ⭐
Density estimation using Gaussian mixtures in the presence of noisy, heterogeneous and incomplete data
Delfi 60 ⭐
Density estimation likelihood-free inference
Online Category Learning 58 ⭐
ML algorithm for real-time classification
Pytorchdiscreteflows 46 ⭐
Discrete Normalizing Flows implemented in PyTorch
Lukasrinder Normalizing Flows 44 ⭐
Implementation of normalizing flows in TensorFlow 2 including a small tutorial.
Averageshiftedhistograms.jl 37 ⭐
ASH density estimation in pure Julia
Naru 33 ⭐
Neural Relation Understanding: neural cardinality estimators for tabular data
Gvpm 31 ⭐
Gradient-domain Volumetric Photon Density Estimation, SIGGRAPH 2018
Mlr3proba 33 ⭐
Probabilistic Supervised Learning for mlr3
Kscore 24 ⭐
Nonparametric Score Estimators, ICML 2020
Ffjord Rnode 25 ⭐
Regularized Neural ODEs (RNODE)
Pytorch Nice 26 ⭐
Implementation of non-linear independent components estimation (NICE) in pytorch
Pylians 22 ⭐
Libraries to analyze numerical simulations
Kernelestimator.jl 20 ⭐
The julia package for nonparametric density estimate and regression
Randomforest Density Python 17 ⭐
Random Forests for Density Estimation in Python
Structured Volume Sampling 17 ⭐
A clean room implementation of Structured Volume Sampling by Bowles and Zimmermann in Unity
Tf Invertible Resnet 17 ⭐
A TensorFlow implementation of Invertible Residual Networks
Tansey Sdp 14 ⭐
Deep nonparametric estimation of discrete conditional distributions via smoothed dyadic partitioning
Pylians3 14 ⭐
Libraries to analyze numerical simulations (python3)
Scr Stan 12 ⭐
Spatial capture-recapture models in Stan
Awesome Normalizing Flows 45 ⭐
A list of awesome resources on normalizing flows.