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Top 16 density-estimation open source projects

Deep nonparametric estimation of discrete conditional distributions via smoothed dyadic partitioning

✭ 15

python deep-learning tensorflow machine-learning-algorithms probability-distribution density-estimation tensorflow-models

structured-volume-sampling

A clean room implementation of Structured Volume Sampling by Bowles and Zimmermann in Unity

✭ 27

C#GLSL unity optimization graphics-programming noise volume-rendering density-estimation ray-marching

AverageShiftedHistograms.jl

⚡ Lightning fast density estimation in Julia ⚡

✭ 52

julia r big-data density-estimation online-algorithms kernel-density-estimation

gradient-boosted-normalizing-flows

We got a stew going!

✭ 20

python shell pytorch variational-inference density-estimation boosting normalizing-flows variational-autoencoder deep-generative-model

sliced score matching

Code for reproducing results in the sliced score matching paper (UAI 2019)

✭ 68

python density-estimation energy-based-model score-matching uai2019 score-estimation

Density estimation likelihood-free inference. No longer actively developed see https://github.com/mackelab/sbi instead

✭ 66

python machine-learning neural-networks abc bayesian-inference density-estimation likelihood-free simulation-based-inference

Nonparametric Score Estimators, ICML 2020

✭ 32

python machine-learning statistics density-estimation gradient-estimator

Libraries to analyze numerical simulations (python3)

✭ 35

cython python c visualization simulations hydrodynamics density-estimation correlation-functions power-spectrum n-body bispectrum voids

randomforest-density-python

Random Forests for Density Estimation in Python

✭ 24

python random-forest density-estimation kernel-density-estimation

Online-Category-Learning

ML algorithm for real-time classification

✭ 67

python machine-learning algorithm optimization artificial-intelligence classification unsupervised-learning density-estimation online-learning online-algorithms classification-algorithm category-learning density-area

KernelEstimator.jl

The julia package for nonparametric density estimate and regression

✭ 25

julia nonparametrics density-estimation nonparametric-regression kernel-density

Implementation of NeurIPS 20 paper: Latent Template Induction with Gumbel-CRFs

✭ 51

python crf text-generation generative-model density-estimation structured-prediction paraphrase-generation deep-generative-model gradient-estimator data-to-text

normalizing-flows

PyTorch implementation of normalizing flow models

✭ 271

python pytorch variational-inference density-estimation invertible-neural-networks variational-autoencoder glow normalizing-flow real-nvp residual-flow neural-spline-flow

PyTorch implementation of the paper "NanoFlow: Scalable Normalizing Flows with Sublinear Parameter Complexity." (NeurIPS 2020)

✭ 63

python Jupyter Notebook pytorch speech-synthesis density-estimation probabilistic-models normalizing-flows generative-models deep-generative-model

Neural Relation Understanding: neural cardinality estimators for tabular data

✭ 76

python shell transformers generative-model learned-database query-optimization unsupervised-learning cardinality-estimation density-estimation autoregressive-neural-networks self-supervised-learning deep-generative-model learned-database-components

soft-intro-vae-pytorch

[CVPR 2021 Oral] Official PyTorch implementation of Soft-IntroVAE from the paper "Soft-IntroVAE: Analyzing and Improving Introspective Variational Autoencoders"

✭ 170

Jupyter Notebook python pytorch vae image-generation density-estimation variational-autoencoder vae-pytorch cvpr2021 soft-introvae soft-intro-vae

1-16 of 16 density-estimation projects