Marty supreme, but it’s me trying to get my kid to the doctor and then pick up medicine from the pharmacist so he can be on medication for 24 hours to go back to school the next day
Me (dad of a 5 year old): “Man, I cannot hang with these Wind in the Willows references.”
If Bad Bunny doesn’t score two touchdowns I am out aaaaa LOT of money!
My 5y/o marching around this morning going “now I’m a broken man on a Halifax pier! The last Barrett’s prrrrrivateers!”
Free skate?? Never felt free-er
Cats are IT, man.
The Marty Supremacy. The Marty Ultimatum.
“Don’t touch those grapes! I’m trying a thing!”
Truly an all time high water mark, never to be repeated
As a species we really nailed it with inventing ~ w i n e ~
Every time I pick up my statin Rx (which is the exact same number and kind and brand of pills every couple months), I have to pay just a little bit of money out-of-pocket and that amount is always like basically random. Cheeky little market price insurance 💁♀️
People should be charged more if they take a long time ordering at a counter if there’s a line.
I thought Disappearing by Low (easily an all time / play this at my funeral -level fave) would be fun at the gym but whoops now I’m just a middle aged dude who’s misty on the elliptical
Excited to play a gig for the first time in a while on 11/21 💕 buncha new material to play with 🌀 celebrating Jon camp‘s latest and greatest ✨ at the best place @rhizomedc.bsky.social 🌳
The secret of Halloween is to try to figure out a way to go out in your pajamas that way when you’re done at the end of the night, you’re just in your pajamas
Might only listen to Will Ackerman this weekend
The Dry Yourself Off at the Pool Without Using a Towel Once Challenge
S/o to my amazing co-author who is the actual sleep scientist for turning me into this and taking me on this ride! 💤🧠❤️🤖
We also interrogated the structure of sleep that the model learned and found that it learned more a complex structure of sleep, than standard approaches and could maybe be useful for answering how to optimally organize sleep stages overnight and over the lifespan.
It basically learned the gross physiology of sleep (as we currently understand it) on its own. But along with that, it learned lots of other features about sleep physiology that we could use to predict clinical and cognitive outcomes, even with limited data.
We trained a fancy neural network model to learn the multimodal structure of sleep from a minimal set of standard sleep study sensors (but EEG is probably doing a lot of the work for now) *without any labels* from > ten of thousand of nights of sleep.
When people were making these rules decades ago, they probably couldn’t have imagined the huge quantities of sleep that are publicly available to analyze today as well as the tools we now have to interpret them.
The stages that we use to label sleep are central, but we’ve known for a long time there are problems with them. There’s also lots of nuanced health information revealed by sleep that probably goes under used because of this.
Our maybe-dweeby special sauce is really strong baselines - the same powerful model trained on the same data to predict standard sleep stages. Turns out you can fine tune that to do lots of cool stuff too! Just not as well as our model we trained to learn sleep structure on its own ;)
TLDR we thought we could help start to address some core challenges in sleep science using deep learning (and self-supervision!) and along the way found that we can better predict standard and potentially novel clinical outcomes using this model.
Really proud of this paper we just got out on a preprint server! IMHO a good use of AI for science, and specifically for understanding complex human neurophysiology during sleep.
www.medrxiv.org/content/10.1...
#sleep #sleepscience #sleepmedicine #honkshoo #mimimimi
I hate myself for saying this but Southland Tales gets better every time I watch it.
We’re calling em Bratbests now
It might be possible to drive to the pool without slurping a seltzer, but I’ll never know
