- Sample posteriors with SVI in numpyro
- In this example, we have an observed stellar spectrum that we would like to fit as a mixture of models for one cool and one hot stellar spectrum. We have two PHOENIX model stellar spectra which bracket the solar effective temperature, and a publicly available "observed" solar spectrum.
- How to compute leave-one-out cross validation stats for a numpyro (jax) model with a Gaussian process from celerite2
- Based on the Leave-One-Out article in the stan docs
- Pareto smoothed importance sampling leave-one-out cross validation
- In this tutorial, we will construct a linear model with numpyro and carry out Pareto-Smoothed importance sampling Leave-One-Out Cross Validatio
Brett M. Morris bmorris3
bmorris3
/ roman-imviz-rsp-2024-june-catalog.ipynb
Created
June 27, 2024 20:00
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bmorris3
/ shone-pr-11.ipynb
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May 30, 2024 15:40
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bmorris3
/ light-curve-fitting-demo.ipynb
Created
December 14, 2023 14:06
Light curve fitting demo notebook for @nnicolesanchez
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bmorris3
/ fleck-jax.ipynb
Created
November 29, 2023 21:07
Jax implementation of fleck, available in this branch: https://github.com/bmorris3/fleck/tree/jax
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bmorris3
/ stats-tutorials.md
Last active
November 2, 2023 19:46
Stats tutorials that I've written and taught at talks, conferences, or workshops.
bmorris3
/ svi-numpyro.ipynb
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November 2, 2023 18:23
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bmorris3
/ history-logging.ipynb
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October 31, 2023 18:30
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bmorris3
/ gp-loo-demo.ipynb
Created
October 18, 2023 16:49
How to compute leave-one-out cross validation stats for a numpyro (jax) model with a Gaussian process from celerite2
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bmorris3
/ roman-jdaviz-demo-rtb.ipynb
Last active
September 7, 2023 15:51
Demo of spacetelescope/jdaviz#2376 for RTB meeting on Sept 7, 2023
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bmorris3
/ are-these-programs-public.ipynb
Created
August 15, 2023 15:14
Find out if JWST observations have been made public by program ID using astroquery and MAST.
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