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Topic: "numpyro"

probml/pyprobml

Python code for "Probabilistic Machine learning" book by Kevin Murphy

Language: Jupyter Notebook - Size: 4.88 GB - Last synced at: 3 days ago - Pushed at: 5 months ago - Stars: 6,731 - Forks: 1,559

elizavetasemenova/prob-epi

Course materials of "Bayesian Modelling and Probabilistic Programming with Numpyro, and Deep Generative Surrogates for Epidemiology"

Language: Jupyter Notebook - Size: 24.6 MB - Last synced at: 15 days ago - Pushed at: 2 months ago - Stars: 61 - Forks: 24

phuijse/BLNNbook

Bayesian Learning and Neural Networks (jupyter book sources)

Language: Jupyter Notebook - Size: 47.3 MB - Last synced at: 14 days ago - Pushed at: about 2 years ago - Stars: 53 - Forks: 8

felipeangelimvieira/prophetverse

A multiverse of Prophet models for timeseries

Language: Python - Size: 52 MB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 47 - Forks: 5

theosanderson/chronumental

Estimating time trees from very large phylogenies

Language: Python - Size: 2.39 MB - Last synced at: 3 days ago - Pushed at: 9 months ago - Stars: 26 - Forks: 7

wcxve/elisa

Efficient library for spectral analysis in high-energy astrophysics.

Language: Python - Size: 13.5 MB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 14 - Forks: 4

jecampagne/JaxTutos

JAX Tutorial notebooks : basics, crash & tips, usage of optax/JaxOptim/Numpyro

Language: Jupyter Notebook - Size: 35.6 MB - Last synced at: 15 days ago - Pushed at: 2 months ago - Stars: 14 - Forks: 2

ramsey-devs/ramsey

Probabilistic deep learning using JAX

Language: Python - Size: 3.38 MB - Last synced at: 9 days ago - Pushed at: 3 months ago - Stars: 13 - Forks: 3

beekill95/numpyro-doing-bayesian

My implementation of John K. Kruschke's Doing Bayesian Data Analysis 2nd edition using Python and Numpyro.

Language: Python - Size: 190 MB - Last synced at: 17 days ago - Pushed at: about 1 year ago - Stars: 7 - Forks: 1

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..

Language: Jupyter Notebook - Size: 4.95 MB - Last synced at: 11 months ago - Pushed at: 12 months ago - Stars: 4 - Forks: 0

smsharma/deep-prob-prog-tutorials

Tutorials for the 2022 IAIFI Summer School, covering (deep) probabilistic programming with Jax and NumPyro.

Language: Jupyter Notebook - Size: 14.1 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 1

nolanbconaway/shabadoo

Very easy Bayesian regression.

Language: Python - Size: 1.76 MB - Last synced at: 9 days ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 1

edwarddramirez/sparse-tinygp

Bayesian inference using sparse gaussian processes from tinygp. Examples include 1D and 2D implementation.

Language: Jupyter Notebook - Size: 3.76 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 2 - Forks: 0

salfaris/PriorVGAE

Oxford MSc thesis. PriorVAE with graph convolutional networks for learning locally-aware spatial prior distributions

Language: Python - Size: 106 MB - Last synced at: about 2 months ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 0

wcxve/inferax

Statistical Inference with JAX.

Language: Python - Size: 27.3 KB - Last synced at: 10 days ago - Pushed at: 11 days ago - Stars: 1 - Forks: 0

hbmep/hbmep

Hierarchical Bayesian estimation of MEP recruitment curves

Language: Python - Size: 7.02 MB - Last synced at: 12 days ago - Pushed at: 12 days ago - Stars: 1 - Forks: 0

compmem/cognax

Build, fit, and sample from cognitive models with JAX + NumPyro.

Language: Python - Size: 240 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 1 - Forks: 0

symeneses/SBM

Scalable Bayesian Modelling: A comparison

Language: Jupyter Notebook - Size: 219 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

fehiepsi/notebooks

my collection of notebooks from issues, pull requests, forum

Language: Jupyter Notebook - Size: 18.4 MB - Last synced at: 24 days ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

twkillian/nonstationary_contextual_bandits

Repo for course CSC2558: "Intelligent Adaptive Interventions" project in nonstationary contextual bandits.

Language: Python - Size: 634 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 2

billyvinning/compound-poisson-gamma.numpyro

Parameter estimation for the Compound Poisson Gamma (Tweedie) distribution in NumPyro

Language: Python - Size: 13.7 KB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 0 - Forks: 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

Language: Jupyter Notebook - Size: 15.6 MB - Last synced at: 12 days ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

compmem/spamr

Mixture regression models for NumPyro.

Language: Python - Size: 121 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

vbprojects/ukraine_war_sentiment

Measuring how events shape discourse on twitter surrounding the Ukraine War in 2022 using piecewise exponential decay models.

Language: Jupyter Notebook - Size: 230 KB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

mmyros/bayes-window

Pretty, easy, flexible Bayesian estimation with data overlay

Language: Jupyter Notebook - Size: 320 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

jaredxfeng/rethinking

Statistical rethinking by Richard McElreath. Learning notes, code port to PyMC (mainly for MCMC) v5 & Numpyro (mainly for `quap`).

Language: Jupyter Notebook - Size: 54.9 MB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

mtcairneyleeming/slurm-template

A basic example to run ML code on SLURM (specifically Oxford's ARC systems) in a organised fashion

Language: Jupyter Notebook - Size: 1.13 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

tallamjr/bap-numpyro

Bayesian Analysis in Python (2nd ed.) with Numpyro

Language: Jupyter Notebook - Size: 62.3 MB - Last synced at: 22 days ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

dirknbr/numpyro-examples

Language: Jupyter Notebook - Size: 55.7 KB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

Related Topics
jax 13 bayesian-inference 9 python 6 probabilistic-programming 6 pytorch 4 gaussian-processes 4 machine-learning 4 bayesian-statistics 3 tutorial 3 pyro 3 mcmc 3 svi 2 tinygp 2 bayesian-data-analysis 2 deep-learning 2 reference-code 2 sparse-gaussian-processes 2 pandas 2 variational-inference 2 modeling-tools 2 hierarchical-models 2 pymc 2 flax 2 autodifferentiation 1 tensorflow 1 pymc3 1 jaxoptim 1 jit-compilation 1 mathematical-modelling 1 pml 1 jupyter-notebooks 1 colab 1 blackjax 1 statistical-inference 1 statistical-analysis 1 data-analysis 1 probabilistic-models 1 neural-processes 1 timeseries-forecasting 1 sktime 1 evoked-potential 1 data-science 1 bayesian-methods 1 x-ray 1 spectral-analysis 1 gamma-ray 1 elisa 1 astrophysics 1 astronomy 1 neural-networks 1 bayesian-models 1 approximate-bayesian-inference 1 surrogates 1 spatial-statistics 1 epidemiology 1 disease-transmission 1 deep-generative-modelling 1 agent-based-modeling 1 tutorial-demos 1 scipy 1 numpy 1 prophet 1 cognitive-science 1 mixture-models 1 statistics 1 inferential-statistics 1 altair 1 derivatives 1 regression 1 markov-chain-monte-carlo 1 laplace-approximation 1 learning-by-doing 1 causal-inference 1 slurm 1 bayesian 1 tutorials 1 ppl 1 thompson-sampling 1 non-stationary-environment 1 contextual-bandits 1 bayesian-linear-regression 1 hierarchical-time-series 1 nlp 1 dask 1 big-data 1 regression-discontinuity-designs 1 frequentist-statistics 1 exploratory-data-analysis 1 variational-autoencoder 1 optax 1 networkx 1 jraph 1 haiku 1 graph-neural-network 1 kruschke 1 dbda2e 1 timetree 1 phylogenetics 1 scalability 1 random-fourier-features 1