Graduated with an MS in Data Science from Umich!
GPA, especially in grad school, really doesn't matter. But I got A, A, A in my last (and hardest) semester, for a final GPA of 3.886.
Today I started my work as a researcher at a lab and will hopefully publish interesting things this year. I never thought until very recently that I'd actually be a scientist!
Haven't read yet, but Bayesianism as a foundational language can basically express anything in statistics. Another example of this story (useful technique is special case of simple Bayesian setup) is Ridge Regression is a MAP of Bayesian regression with normal priors.
Really incredible.
If this holds up, it is a full and complete story of how LLMs work.
Tl;dr transformers converges on Bayesian inference where you can predict the posterior function exactly.
Excellent work by Vishal.
Things that work well are often optimal in some way. Bayesian updating fulfills some kind of universal property inside stochastic categories. I don't know the specifics, but there are "Markov categories" in the study of graphical models (diagrammatic Bayesian probability)
in which the posterior is some universal operation. And attention itself can be described by Markov properties.
Just some thoughts on "a full and complete story"; if there -is- a full and complete story, it must be categorical!
Watching SDJ in Japan, finally a Jigglypuff camps side plat diagonally above Yoshi/Amsa (the metaknight vs Olimar angle). Spam shield, di out when you end up in a scuffle. Totally busted matchup, risk:reward is just too much in jiggs favor if they play with no honor
There's widespread misandry in criticism of men writing about sex, here or in Murakami, or seemingly any time a man writes sex -- a great urge to depict it as disgusting or creepy.
Male sexual interiority is frowned upon wherever you look, and I don't see any hope for a men's sexual liberation movement: feminists who should stand for this stuff are deeply disgusted by men, and trads do give a pathway to male empowerment, but just by subjugating your wife
The GM Naroditsky death is very sad. Many parallels and differences with Hax. Not sure what the lessons are. Some young men really do put everything into a game, and it's usually not responsible, but it's inherent to and encouraged by competitive culture.
Clearly the Internet can turn otherwise normal people into sadists. I don't think that can be stopped, but when someone is drowning, the empathetic who can rise above those impulses should be given more power to mediate.
In both cases, for all their differences, there's clearly a coordination problem where leadership of these communities are shortsighted and unable to recognize the seriousness of the situation and don't go to proper lengths to resolve the problem.
Maybe there's some difference in the profile of a potential school shooter to politically motivated assassins.
But it's frightening that assassination will get you much more attention than a mass shooting, and that this seems like a Phenomenon