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Kevin Murphy

@sirbayes@sigmoid.social
mastodon 4.7.3
  • Open on sigmoid.social

https://www.cs.ubc.ca/~murphyk/

1703 Followers
42 Following
6 Posts
Joined November 05, 2022
Open post
Kevin Murphy @sirbayes@sigmoid.social
· 47mo ago

I just joined, after hearing buzz about this on twitter. Could Elon's acquisition of twitter be the "JMLR moment" for ML social media? (JMLR was created in response to the extortionate prices that Springer used to charge for "Machine Learning Journal"; now JMLR is arguably the top journal in the ML field, and it is entirely community led.)

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Open post
Kevin Murphy @sirbayes@sigmoid.social
· 47mo ago

It seems that the etiquette for this site is for your first post to be a self introduction. Oops. Anyway, for anyone who wants to know if they should follow me, I'll say: I don't post much, but when I do, it's usually about Bayesian machine learning, or my ML textbooks (https://probml.github.io/pml-book/), or my JAX software (stay tuned for a major update on that front). So if that's your jam, let's chat!

probml.github.io
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Open post
Kevin Murphy @sirbayes@sigmoid.social
· 47mo ago
Replying to
Dynamax subsumes existing libraries, such as hmmlearn, pykalman, filterpy, etc. We are also working on various extensions to this library, such as for time-series forecasting, which we will release in the future. Big thanks to my colleagues @scottlinderman@sigmoid.social, @petergchang@sigmoid.social, @gileshd@sigmoid.social, karalleyna, mxinglongli, et al. and support from #GSOC.
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Open post
Kevin Murphy @sirbayes@sigmoid.social
· 47mo ago
Replying to
For state estimation, we support various efficient, deterministic methods, such as forwards-backwards, Kalman filtering, sigma point filtering, etc. For parameter estimation, we support MLE via EM or SGD (using optax), and Bayes via Gibbs or (collapsed) HMC (using blackjax).
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Open post
Kevin Murphy @sirbayes@sigmoid.social
· 47mo ago

@lawmurray@fosstodon.org I agree that paperspace is easy to use and GCP is hard.

fosstodon.org

Lawrence Murray (@lawmurray@fosstodon.org) - Fosstodon

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