Kevin P Murphy murphyk
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| See attached screenshot |
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| gist |
murphyk
/ gist:c1871bfa8c40dc1a93258e52afa2c5d1
Last active
May 21, 2021 20:43
JL training pseudocode
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| model = jaxLightningModule() | |
| def fit(model): | |
| opt = model.configure_optimizers() | |
| opt_state = opt.init(model.params) | |
| for iter | |
| for batch | |
| losses = model.step(batch) | |
| grads = jax.grad(losses, model.params) | |
| grad = model.reduce_gradients(grads) | |
| param_update, opt_state = opt.update(grad, opt_state, model.params) |
murphyk
/ gist:30b7ae562e392d437d3b089d926c7735
Created
May 25, 2021 04:08
uncertainty baselines table
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| add a (14x7) table of methods * tasks, where each cell lists the metrics ("at least 5") available for that combinaiton. |
murphyk
/ colab screenshot of linreg_impute
Created
May 28, 2021 15:21
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| screenshot of file editing |
murphyk
/ gist:6690410a967c9096b606ee550ffc6f40
Created
November 3, 2021 18:44
screenshot of github projects page from my GSOC project this summer
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| will add file |
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| The first quote on https://jerrykaplan.com/, "AI isn't magic", shows up with some hidden spam links related to the chosen font. |
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| "Payment type is a required field" yet there is no way to specify it. | |
murphyk
/ gist:da452f046b1d52ab4f04861725ff0625
Created
May 28, 2023 18:59
free squat rack, weight bench and barbells
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| See phots below. |
murphyk
/ bayes_tails.R
Last active
September 12, 2023 22:13
illustrate tail sensitivity of Bayes (from McElreath)
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| post_prior <- function(m_pr, m_lik, sd_pr, sd_lik, df_pr, df_lik, | |
| xlim = c(-5, 15), n = 1001, ttl = "",...) { | |
| xvec <- seq(xlim[1], xlim[2], length.out = n) | |
| tfun <- function(x,m,s,df, ...) dt((x-m)/s, df) | |
| prvec <- tfun(xvec, m_pr, sd_pr, df_pr) | |
| likvec <- tfun(xvec, m_lik, sd_lik, df_lik) | |
| postvec <- prvec*likvec/(sum(prvec*likvec)*diff(xvec[1:2])) | |
| matplot(xvec, cbind(prvec, likvec, postvec), | |
| type = "l", |
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