you know what day it isâŚâŚâŚ.


⣠Chile in a Photography âŁ

romaâ
One Nice Bug Per Day

Discoholic đŞŠ
Keni
Show & Tell
Cosmic Funnies
will byers stan first human second
Claire Keane
$LAYYYTER

ellievsbear
The Bowery Presents

izzy's playlists!

oozey mess
noise dept.
trying on a metaphor
Mike Driver

Jar Jar Binks Fan Club

seen from Netherlands
seen from Singapore
seen from United States

seen from Netherlands

seen from Germany

seen from United Kingdom

seen from CĂ´te dâIvoire
seen from Malaysia

seen from Netherlands
seen from United States

seen from United Kingdom
seen from United Kingdom

seen from Italy

seen from United Kingdom
seen from Germany
seen from United States
seen from United States

seen from Netherlands

seen from Romania

seen from United States
@imjthm
you know what day it isâŚâŚâŚ.

Anya is live and ready to show you everything. Watch her strip, dance, and perform exclusive shows just for you. Interact in real-time and make your fantasies come true.
Free to watch ⢠No registration required ⢠HD streaming
angery!
Move it, asshole!
This isnât Long Island. Whatâs your damage?!
Posts complaining about whitewashing in fanart be like
This is barely an exaggeration.
IM CRYING
How light can change your appearance.
Once, I encountered the funny story of an AI image descriptor with a sheep obsession. It had been trained on pictures of fields of sheep. Therefore, it tagged anything in a field as 'sheep', including an empty field, because they work on statistical probability. Therefore, it thinks "ah, a field! there's probably a sheep here." (It's a bit more complicated but basically that.) It also couldn't recognise sheep in places that weren't fields, such as petrol stations or barns. [cont]
Now, the alarming aspect of this story is that the very same technology is probably what tumblr is using to identify porn. Now, if it canât tell that an empty field is not, in fact, full of sheep, what hope do we have that it canât tell an empty room isnât full of writing human forms engaged in passionate coitus?
this really does sound like an episode of black mirror
But wait, itâs even weirder than that!
This is gonna produce some absolutely baffling pornography.
âŚ. oh my fucking god they actually are using open source software. Theyâre using a fucking one-layer unidirectional bicategory tag-trained neural network. This will never work. Literally, it will never work. Thereâs just not enough algorithmic complexity to do what theyâre asking of it. I bet you I could prove on a mathematical level that this joke of a neural net fundamentally lacks the abstraction necessary to do its job.
This will never get better. Their algorithm will never stop fucking up, it will never actually flag porn reliably and it will always require a massive quantity of human hours to deal with the deluge of mistagged pictures. This isnât just a case of an insufficiently trained algorithm, itâs just ⌠this is the most basic neural network you can make. It probably hasa a lot of neurons and has loads of training data but like ⌠you canât just brute force this kind of stuff. One layer of neurons is just Not Enough.
Also, just to make this clear, Tumblr lied. I mean, we already know this, but I mean they liiiieeeeed. All that stuff they promised about what would or would not be censored? That cannot be delivered on with a system this simple. Nude classical sculptures, political protests, male-presenting nipples (really Tumblr?), nude art outside the context of sex, all that? You cannot train a bicategory one-layer neural network to exclude those things. It cannot be done. Tumblr never intended for those things to actually be permitted, they were just lying. Because the system they have cannot actually do what they said it would and never will be able to.
Also, this kind of system is super vulnerable to counter-neural strategies. I bet you before the end of the month someone hooks up their own open source one layer bicategory neural network which puts an imperceptible (to humans) layer of patterned static over arbitrary images, and trains it by having it bot-post static-ed images to Tumblr and reinforcing based on whether the images are labeled nsfw or sfw. Seriously, within a month someone will have an input-output machine which can turn any image âsfwâ in Tumblrâs eyes.
This is genuinely pathetic. Like, I have real pity for whoever implemented this, because itâs clear Tumblr doesnât actually have any engineers with any expertise with machine learning left at all and they foisted the job off on some poor bastard who has no idea what theyâre doing and is going to get all kinds of flak for their (perfectly reasonable and predetermined) failure from management.
As has been pointed out before, there are no humans behind this at all. The review process just reruns either the same algorithm or another algorithm, but people have posted screen shots showing obviously SFW pictures that were still deemed NSFW on review, despite the fact that any human, no matter how overworked / tired would have seen that these pictures were not porn.

Anya is live and ready to show you everything. Watch her strip, dance, and perform exclusive shows just for you. Interact in real-time and make your fantasies come true.
Free to watch ⢠No registration required ⢠HD streaming
Wheat fields are more mystical than fields of other crops. You are 7,000 times more likely to meet an old god or see a portent of doom in a wheat field than in a field of like⌠soybeans.
More Weird Shit I Found in the Woodsâ˘.
Geometrically-challenged child cultists should have stuck with the triangles.
Is this real life Dipper Pines?
âoh look. Another mysterious stone path in the woods. 3 guesses where this leads.â
(at the end of the path)
âListen. I know everyone wants to summon a demon at summer camp. I get it, I really do! But if youâre gonna try that shit just⌠put some effort into it. I mean look at this shit. ITâs justâŚItâs not even symmetrical. And look at this egg thing. Itâs wildly disproportionate to the rest of it. It sucks! It objectively sucks! If I were a demon and I saw this, I would actually be offended. Try harder, kids. Try harder.â
@captioned-vines
someone should add one of those vintage âyou triedâ star memes in the shape of this
Like this?
Why does this person look and sound so much like a cartoon character???
a witch cursed me to be this way
itâs been two years⌠why is this video still going around?
âcause itâs fucking fantastic
this will never be old
oh shit who is it
Not Munday, but I got my hair done last night, and I couldnât resist sharing my new color!

Anya is live and ready to show you everything. Watch her strip, dance, and perform exclusive shows just for you. Interact in real-time and make your fantasies come true.
Free to watch ⢠No registration required ⢠HD streaming
me, pre-jojo, a fool: big buff men Aren't Really My Thing
me, post-jojo, enlightened: big buff men Are My Everything
Tumblr 2018
Super Smash Bros moves performed by Marvel stuntmen
Just some good old #GrumpSecrets for you guys

Anya is live and ready to show you everything. Watch her strip, dance, and perform exclusive shows just for you. Interact in real-time and make your fantasies come true.
Free to watch ⢠No registration required ⢠HD streaming
fact: the bayonet is just a strapon for a gun
real talk, everytime I see this I think it says âbayonettaâs strapon is just a gunâ and Iâm like fuck dude it sure is
theyâre friends