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bob dobbs is dead
Oct 8, 2017

I love peeps
Nap Ghost
mediocre book you've actually read and did problems from beats great book you hoard in your pdf trove any day of the week

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bob dobbs is dead
Oct 8, 2017

I love peeps
Nap Ghost
so have i and so do i, altho this 'relevance eng' job just involves normal software dev nowadays. still applies imo

bob dobbs is dead
Oct 8, 2017

I love peeps
Nap Ghost
one of my more deranged things i do is to get a pdf copy, then a separate paper copy, and then start tearing out pages from textbook as i read em. gives sense of progress. i also write on textbooks very liberally

same w papers, but this is less deranged behavior w papers

one book ive read that punches above its weight in my thinkin is michael i jordan and sejnowski's graphical models book. sejnowski's rbm was material part of the start of all this and if you wanna be a weenie about explainability imo you're better off shoving graphical models in poo poo. koller and friedman have a deec graphical models textbook but it goes less hard into the statstical physics than id like

hybrid graphical models and neural crap was how waymo did stuff for a fair bit. now i'm given to understand they have more rl poo poo in there. that's been my reading lately but i dont think there's a definitive good neural rl book yet.

but shoving rl and pgm into one book is unfortunately pretty vast and pgm stuff has a lot of practitioner voodoo in it unfortunately

bob dobbs is dead fucked around with this message at 17:03 on Apr 26, 2022

bob dobbs is dead
Oct 8, 2017

I love peeps
Nap Ghost
cardinality of data?

if its like 20k thats a nice afternoon for a few peeps w/ real eyeballs

bob dobbs is dead
Oct 8, 2017

I love peeps
Nap Ghost

Raenir Salazar posted:

The requirements are for a minimum of 1200 training images and 400 testing images balanced between the four classes. Is it normal to just use the Mark 1 Eyeball for this? The programmer in me definitely feels like if there was a way to conveniently automate this I should, but that also sounds suspiciously exactly like the point of the project :v:

eyeball will be cheaper and faster

hard to get a decent programmer for less than $100/hr. can get a manual peep to classify for min wage

1200, you dont even need to hire peeps. take two hours and whack it out

bob dobbs is dead
Oct 8, 2017

I love peeps
Nap Ghost
if they're making new algorithms, sure

if you're classifying per se in production there's a fuckton of images and you're getting a sample to train with

bob dobbs is dead
Oct 8, 2017

I love peeps
Nap Ghost
dan jurafsky the years i knew him was kinda 3/4 of the way to being a crying shambling wreck because the neural net peeps were running roughshod over his life's work. he's fundamentally not a neural nets guy and neither is martin iirc. of course they are forced to shove it in any nlu book now

bob dobbs is dead
Oct 8, 2017

I love peeps
Nap Ghost
cs229 for reals has pretty moderate problem sets that they still couldn't deal with when they started coursera with it

https://cs229.stanford.edu/summer2019/ps1.pdf

fast.ai is decent enough for neural nets stuff. although you won't be doing nontrivial original stuff from it, you should not condign anyone to that fate in a corp anyways

bob dobbs is dead fucked around with this message at 09:53 on Jun 13, 2022

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bob dobbs is dead
Oct 8, 2017

I love peeps
Nap Ghost
you can get pearlmutter's trick done for pseudo second order method and lots of first order methods with vague handwaving towards curvatures but not much else

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