numpyro

There are 2 repositories under numpyro topic.

probml / pyprobml
Python code for "Probabilistic Machine learning" book by Kevin Murphy
jupyter-notebooks machine-learning colab pml probabilistic-programming jax tensorflow pytorch pymc3 numpyro flax pyro blackjax
Language:Jupyter Notebook 6938
NeuroBayes
ziatdinovmax / NeuroBayes
Fully and Partially Bayesian Neural Nets
bayesian-neural-networks flax jax numpyro probabilistic-machine-learning
Language:Python 77
elizavetasemenova / prob-epi
Course materials of "Bayesian Modelling and Probabilistic Programming with Numpyro, and Deep Generative Surrogates for Epidemiology"
bayesian-inference deep-generative-modelling epidemiology probabilistic-programming surrogates disease-transmission gaussian-processes spatial-statistics agent-based-modeling numpyro
Language:Jupyter Notebook 70
felipeangelimvieira / prophetverse
A multiverse of Prophet models for timeseries
hierarchical-time-series numpyro prophet timeseries-forecasting sktime
Language:Python 67
phuijse / BLNNbook
Bayesian Learning and Neural Networks (jupyter book sources)
neural-networks bayesian-models approximate-bayesian-inference deep-learning numpyro pytorch
Language:Jupyter Notebook 56
theosanderson / chronumental
Estimating time trees from very large phylogenies
jax numpyro phylogenetics timetree
Language:Python 27
georgeberry / blayers
The missing layers package for Bayesian inference
jax numpyro statistics bayesian bayesian-statistics ml python
Language:Python 18
wcxve / elisa
Efficient library for spectral analysis in high-energy astrophysics.
spectral-analysis python astrophysics astronomy jax numpyro elisa gamma-ray x-ray
Language:Python 18
dirmeier / ramsey
Probabilistic deep learning using JAX
jax bayesian-inference probabilistic-models python neural-processes flax numpyro
Language:Python 15
jecampagne / JaxTutos
JAX Tutorial notebooks : basics, crash & tips, usage of optax/JaxOptim/Numpyro
autodifferentiation jax jit-compilation numpyro tutorial-demos jaxoptim numpy scipy
Language:Jupyter Notebook 15
timmh / biolith
Bayesian Ecological Modeling in Python
bayesian ecology numpyro occupancy-modeling
Language:Jupyter Notebook 12
beekill95 / numpyro-doing-bayesian
My implementation of John K. Kruschke's Doing Bayesian Data Analysis 2nd edition using Python and Numpyro.
bayesian-data-analysis bayesian-inference numpyro probabilistic-programming mcmc hierarchical-models kruschke dbda2e
Language:Python 7
smsharma / deep-prob-prog-tutorials
Tutorials for the 2022 IAIFI Summer School, covering (deep) probabilistic programming with Jax and NumPyro.
jax mcmc numpyro ppl probabilistic-programming pyro tutorial tutorials variational-inference
Language:Jupyter Notebook 6
symeneses / SBM
Scalable Bayesian Modelling: A comparison
bayesian-inference numpyro pymc blackjack
Language:Jupyter Notebook 6
derivative-tinygp
edwarddramirez / derivative-tinygp
Summary notebooks using derivative gaussian processes with tinygp. We implement a 2D derivative gaussian process and successfully use derivatives to regularize SVI fits with a gaussian process model..
derivatives numpyro reference-code svi tinygp tutorial gaussian-processes sparse-gaussian-processes
Language:Jupyter Notebook 5
hbmep / hbmep
Hierarchical Bayesian estimation of MEP recruitment curves
bayesian-inference bayesian-methods evoked-potential hierarchical-models machine-learning data-science mathematical-modelling numpyro
Language:Python 5
compmem / spamr
Mixture regression models for NumPyro.
jax mixture-models modeling-tools numpyro
Language:Python 3
nolanbconaway / shabadoo
Very easy Bayesian regression.
python bayesian-inference bayesian-statistics regression mcmc jax numpyro
Language:Python 3
sparse-tinygp
edwarddramirez / sparse-tinygp
Bayesian inference using sparse gaussian processes from tinygp. Examples include 1D and 2D implementation.
gaussian-processes numpyro random-fourier-features reference-code scalability sparse-gaussian-processes svi tinygp tutorial
Language:Jupyter Notebook 2
salfaris / PriorVGAE
Oxford MSc thesis. variational autoencoder combined with graph convolutional networks for learning locally-aware spatial prior distributions
deep-learning jax jraph machine-learning python graph-neural-network haiku numpyro optax variational-autoencoder networkx gaussian-processes
Language:Python 2
compmem / cognax
Build, fit, and sample from cognitive models with JAX + NumPyro.
cognitive-science jax modeling-tools numpyro
Language:Python 1
fehiepsi / notebooks
my collection of notebooks from issues, pull requests, forum
pyro pytorch numpyro jax
Language:Jupyter Notebook 1
jaredxfeng / rethinking
Statistical rethinking by Richard McElreath. Learning notes, code port to PyMC (mainly for MCMC) v5 & Numpyro (mainly for `quap`).
bayesian-statistics causal-inference learning-by-doing pymc numpyro
Language:Jupyter Notebook 1
twkillian / nonstationary_contextual_bandits
Repo for course CSC2558: "Intelligent Adaptive Interventions" project in nonstationary contextual bandits.
contextual-bandits non-stationary-environment thompson-sampling bayesian-linear-regression numpyro
Language:Python 1
edwarddramirez / numpyro-model-avg
Summary notebook implementing Bayesian Model Averaging with numpyro.
bayesian-inference model-averaging numpyro stochastic-variational-inference
Language:Jupyter Notebook 0
edwarddramirez / svi-dist-fit
Novel technique to fit a target distribution with a class of distributions using SVI (via NumPyro). Unlike standard SVI, our "data" is a distribution rather than a finite collection of samples.
kl-divergence numpyro stochastic-variational-inference svi fitting-distributions
Language:Jupyter Notebook 0
bayes-window
mmyros / bayes-window
Pretty, easy, flexible Bayesian estimation with data overlay
altair bayesian-inference inferential-statistics numpyro statistics
Language:Jupyter Notebook 0
vbprojects / ukraine_war_sentiment
Measuring how events shape discourse on twitter surrounding the Ukraine War in 2022 using piecewise exponential decay models.
big-data dask nlp numpyro pandas probabilistic-programming python
Language:Jupyter Notebook 0
zzaneer086 / Unwrapping-Customer-Delight
[Break Through Tech: AI Studio Project] Unwrapping Customer Delight: Using Frequentist and Bayesian Regression Models to Optimize Surprise Gift Strategies
machine-learning bayesian-statistics exploratory-data-analysis frequentist-statistics numpyro pandas python regression-discontinuity-designs
Language:Jupyter Notebook 0
billyvinning / compound-poisson-gamma.numpyro
Parameter estimation for the Compound Poisson Gamma (Tweedie) distribution in NumPyro
bayesian-inference numpyro probabilistic-programming
Language:Python
dirknbr / numpyro-examples
bayesian numpyro
Language:Jupyter Notebook
mtcairneyleeming / slurm-template
A basic example to run ML code on SLURM (specifically Oxford's ARC systems) in a organised fashion
jax numpyro pytorch slurm
Language:Jupyter Notebook
tallamjr / bap-numpyro
Bayesian Analysis in Python (2nd ed.) with Numpyro
numpyro variational-inference laplace-approximation bayesian-inference bayesian-data-analysis markov-chain-monte-carlo
Language:Jupyter Notebook

numpyro

probml / pyprobml

ziatdinovmax / NeuroBayes

elizavetasemenova / prob-epi

felipeangelimvieira / prophetverse

phuijse / BLNNbook

theosanderson / chronumental

georgeberry / blayers

wcxve / elisa

dirmeier / ramsey

jecampagne / JaxTutos

timmh / biolith

beekill95 / numpyro-doing-bayesian

smsharma / deep-prob-prog-tutorials

symeneses / SBM

edwarddramirez / derivative-tinygp

hbmep / hbmep

compmem / spamr

nolanbconaway / shabadoo

edwarddramirez / sparse-tinygp

salfaris / PriorVGAE

compmem / cognax

fehiepsi / notebooks

jaredxfeng / rethinking

twkillian / nonstationary_contextual_bandits

edwarddramirez / numpyro-model-avg

edwarddramirez / svi-dist-fit

mmyros / bayes-window

vbprojects / ukraine_war_sentiment

zzaneer086 / Unwrapping-Customer-Delight

billyvinning / compound-poisson-gamma.numpyro

dirknbr / numpyro-examples

mtcairneyleeming / slurm-template

tallamjr / bap-numpyro