Timothy Keyes
timothykeyes.bsky.social
Timothy Keyes
@timothykeyes.bsky.social
Data Scientist @ Stanford Health Care and perpetual MD/PhD student. 🏳️‍🌈

AI/ML for health, #rstats and #pydata
😭🤣🤪
September 17, 2025 at 8:45 PM
I’m not sure what face I’m making in that screenshot (lol) but I’m glad you enjoyed! (Funny faces notwithstanding)
September 17, 2025 at 7:46 PM
idk what it means that so many people I know to be thoughtful, compassionate, and brilliant physicians have told me that - while they love taking care of patients - the growing frustrations and exhaustion they experience in clinical life make the whole thing feel unsustainable in the long-term
March 23, 2025 at 11:50 PM
how are you such a legend - this is amazing!
March 20, 2025 at 11:12 PM
all this talk about AI and i’m still sitting here thinking about the warm, familiar embrace of OLS
March 20, 2025 at 3:39 AM
anyone who made me learn the brachial plexus will now be forced to understand gradients, sorry i don’t make the rules
March 12, 2025 at 2:48 AM
I can already tell that this paper is going triple-platinum in the Keyes household. Thank you for sharing!
March 8, 2025 at 1:53 AM
disclaimer: I haven’t finished medical school yet (i will someday!) so this is mostly stolen valor, but even having a small amount of clinical training has imo helped me so much to understand small details that my technical colleagues don’t really notice or care about
March 1, 2025 at 2:37 AM
Reposted by Timothy Keyes
"What I find hard to reconcile is, on the one hand, we want to not fall behind on AI writ large. And on the other hand, the very people we need to ensure that agility are being let go.”—Nigam Shah @stanfordhai.bsky.social
February 17, 2025 at 1:13 AM
(i appreciate the use of benchmarks and think they’re really valuable, but benchmarks must be drawn from some population of possible observations, right? so there will still be sampling error in any metrics computed using a benchmark, even if all models use the same benchmark)
February 2, 2025 at 11:18 PM
This was such a wonderful read - thanks for sharing it @emilyriederer.bsky.social! I’ve been using poetry for package development recently, but now I’m eager to try uv!🤞 (And seaborn.objects might be a nice alternative to plotnine too!)
January 27, 2025 at 5:51 AM