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 can’t tell that an empty field is not, in fact, full of sheep, what hope do we have that it can’t tell an empty room isn’t full of writing human forms engaged in passionate coitus?
this really does sound like an episode of black mirror
This is gonna produce some absolutely baffling pornography.
…. oh my fucking god they actually are using open source software. They’re using a fucking one-layer unidirectional bicategory tag-trained neural network. This will never work. Literally, it will never work. There’s just not enough algorithmic complexity to do what they’re 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 isn’t just a case of an insufficiently trained algorithm, it’s 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 can’t 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 ‘sfw’ in Tumblr’s eyes.
This is genuinely pathetic. Like, I have real pity for whoever implemented this, because it’s clear Tumblr doesn’t 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 they’re doing and is going to get all kinds of flak for their (perfectly reasonable and predetermined) failure from management.
Vegans of tumblr, listen up. Harvesting agave in the quantities required so you dont have to eat honey is killing mexican long-nosed bats. They feed off the nectar and pollinate the plants. They need the agave. You want to help the environment? Go back to honey. Your liver and thyroid will thank you, as well. Agave is 90% fructose, which can cause a host of issues. Bye.
Beekeeper here! Just wanted to say that the fact that vegans won’t eat honey is very silly. Harvesting honey does not hurt bees. The invention of modern moveable-frame hives means we can remove a selected frame, extract the honey and return it without killing a single bee.
If we destroyed the colony to harvest honey there would be no bees for next year, and beekeepers are incredibly careful to keep their bees healthy and thriving. We take *excess* honey that they don’t need, and it stops the hive from becoming honey-bound, meaning that there’s so much honey the Queen has nowhere to lay eggs. And if the winter is harsher than expected and the remaining honey store runs low, we feed the bees plenty to make sure they survive. We also make sure that pests are controlled, bees are treated for disease, and the hive is weatherproof and in good repair, all things that wild bees struggle with.
Keeping bees in properly managed hives where they don’t starve or die from preventable disease is much better for them than being left to fend for themselves, and they’re far too important to be left alone.
All the fruits and vegetables that vegans *do* eat couldn’t exist without bees, and the hives which pollinate those crops also produce excess honey which the beekeepers can sell to help keep themselves and their hives going.
pornhub: the government is doing a bad job of sex education. we’ll do it properly.
public: applause
pornhub: the government is doing a bad job of snow plowing. we’ll do it properly.
public: confused applause
[image description: a tweet by Justin McElroy @JustinMcElroy that reads, “Seeing men, women, and non-binary folks all cosplay as Taako and all equally crush it is so incredibly rad for me. #thezonecast” //end id]
the way americans are obsessed with the fuckin military is terrifying. I work as a cashier so I occasionally have to ask for donations for whatever the cause of the moment is. people will donate all the fuckin time to the troops but not only will they ignore homeless children, but they joke about it. they’re over here like “haha I have my own hungry children to feed” or “they should be donating to me I’m hungry” or other just straight up stupid unnecessary shit and it’s cruel, joking about homeless fuckin children. yet the mere mention of troops and they’re throwing all their money at me. these people are glorified murderers and americans eat that shit up and worship the ground they walk on. the brainwashing is un-fuckin-real
Small child full of Bees 
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