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Density Estimation
45 Open Source Density Estimation Software Projects
Free and open source density estimation code projects including engines, APIs, generators, and tools.
Pytorch Flows
508 ⭐
PyTorch implementations of algorithms for density estimation
Nflows
495 ⭐
Normalizing flows in PyTorch
Variational Inference With Normalizing Flows
169 ⭐
Reimplementation of Variational Inference with Normalizing Flows (https://arxiv.org/abs/1505.05770)
Bnaf
148 ⭐
Pytorch implementation of Block Neural Autoregressive Flow
Flowpp
159 ⭐
Code for reproducing Flow ++ experiments
Manifold Flow
189 ⭐
Manifold-learning flows (ℳ-flows)
Real Nvp Pytorch
110 ⭐
Real NVP PyTorch a Minimal Working Example | Normalizing Flow
Extreme Deconvolution
73 ⭐
Density estimation using Gaussian mixtures in the presence of noisy, heterogeneous and incomplete data
Delfi
65 ⭐
Density estimation likelihood-free inference. No longer actively developed see https://github.com/mackelab/sbi instead
Online Category Learning
63 ⭐
ML algorithm for real-time classification
Pytorchdiscreteflows
83 ⭐
Discrete Normalizing Flows implemented in PyTorch
Lukasrinder Normalizing Flows
95 ⭐
Implementation of normalizing flows in TensorFlow 2 including a small tutorial.
Averageshiftedhistograms.jl
51 ⭐
⚡ Lightning fast density estimation in Julia ⚡
Naru
61 ⭐
Neural Relation Understanding: neural cardinality estimators for tabular data
Gvpm
35 ⭐
Gradient-domain Volumetric Photon Density Estimation, SIGGRAPH 2018
Mlr3proba
61 ⭐
Probabilistic Supervised Learning for mlr3
Kscore
31 ⭐
Nonparametric Score Estimators, ICML 2020
Ffjord Rnode
53 ⭐
Regularized Neural ODEs (RNODE)
Pytorch Nice
35 ⭐
Implementation of non-linear independent components estimation (NICE) in pytorch
Pylians
26 ⭐
Libraries to analyze numerical simulations
Kernelestimator.jl
24 ⭐
The julia package for nonparametric density estimate and regression
Randomforest Density Python
19 ⭐
Random Forests for Density Estimation in Python
Structured Volume Sampling
27 ⭐
A clean room implementation of Structured Volume Sampling by Bowles and Zimmermann in Unity
Tf Invertible Resnet
18 ⭐
A TensorFlow implementation of Invertible Residual Networks
Tansey Sdp
15 ⭐
Deep nonparametric estimation of discrete conditional distributions via smoothed dyadic partitioning
Pylians3
25 ⭐
Libraries to analyze numerical simulations (python3)
Scr Stan
14 ⭐
Spatial capture-recapture models in Stan
Awesome Normalizing Flows
485 ⭐
A list of awesome resources on normalizing flows.
Soft Intro Vae Pytorch
131 ⭐
[CVPR 2021 Oral] Official PyTorch implementation of Soft-IntroVAE from the paper "Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders"
L0sg Nanoflow
62 ⭐
PyTorch implementation of the paper "NanoFlow: Scalable Normalizing Flows with Sublinear Parameter Complexity."
Sliced_score_matching
60 ⭐
Code for reproducing results in the sliced score matching paper (UAI 2019)
Gumbel Crf
48 ⭐
Implementation of NeurIPS 20 paper: Latent Template Induction with Gumbel-CRFs
Mintnet
32 ⭐
MintNet: Building Invertible Neural Networks with Masked Convolutions
Gradient Boosted Normalizing Flows
20 ⭐
We got a stew going!
Lwcc
21 ⭐
LWCC: A LightWeight Crowd Counting library for Python that includes several pretrained state-of-the-art models.
Deeprob Kit
29 ⭐
A Python Library for Deep Probabilistic Modeling
Pyknos
16 ⭐
don't regress
Debd
13 ⭐
A collection of commonly used datasets as benchmarks for density estimation in MaLe
Densityratioestimation.jl
12 ⭐
Density ratio estimation in Julia
Cec
11 ⭐
Cross-Entropy Clustering R Package
Kdensity
13 ⭐
An R package for kernel density estimation with parametric starts and asymmetric kernels.
Maximevandegar Normalizing Flows
12 ⭐
A repository to learn about Flows, mostly from papers
Gradientpm Gpm
10 ⭐
Source code for "Gradient-domain Photon Density Estimation", Eurographics 2017
Vincentstimper Normalizing Flows
72 ⭐
PyTorch implementation of normalizing flow models
Maf
11 ⭐
PyTorch implementation of the Masked Autoregressive Flow