Set of interactive browser-based machine learning experiments put together by Christopher Hesse turns doodles into images with various neural network trained image data. For example, in ‘edges2cats’, your simple doodle will be recreated with image data from a dataset of cat pictures:
Recently, I made a Tensorflow port of pix2pix by Isola et al., covered in the article Image-to-Image Translation in Tensorflow. I’ve taken a few pre-trained models and made an interactive web thing for trying them out. Chrome is recommended.The pix2pix model works by training on pairs of images such as building facade labels to building facades, and then attempts to generate the corresponding output image from any input image you give it. The idea is straight from the pix2pix paper, which is a good read.
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[On edges2cats:]
Trained on about 2k stock cat photos and edges automatically generated from those photos. Generates cat-colored objects, some with nightmare faces. The best one I’ve seen yet was a cat-beholder.Some of the pictures look especially creepy, I think because it’s easier to notice when an animal looks wrong, especially around the eyes. The auto-detected edges are not very good and in many cases didn’t detect the cat’s eyes, making it a bit worse for training the image translation model.
You can also try doodles in datasets comprising of shoes, handbags, and building facades.
You can play around with the neural doodle experiments here
That’s Louis Rossman, a repair technician and YouTuber, who went viral recently for railing against Apple. Apple purposely charges a lot for repairs and you either have to pay up or buy a new device. That’s because Apple withholds necessary tools and information from outside repair shops. And to think, we were just so close to change.
My mom has an iPhone 6 Plus and hasn’t even had it for a year when one day it suddenly died and would not charge. So she took it to an authorized Apple repair place and they charged her $50 for a diagnostic only to tell her that she would have to buy a brand new phone.
So she decided to go to the AT&T store to talk to our usual guy that upgrades our phones and handles any problems for us. She tells him what’s wrong and he takes her phone to the back only to come out two minutes later, puts her phone on charge and it comes back to life.
She asks him what was wrong with it that he managed to somehow fix when the people at the “authorized apple repair place” couldn’t. And you know what he told her?
“There was just a bit of fuzz in the charging port.”
I FUCKING KNEW IT. Listen, I have a MacBook from college. The charger has died twice, and I had to get a new one. This happened for two years in a row around the same time each year. I’m fucking convinced that their hardware is rigged to “expire” in order to force people to keep buying their shit.
Wait, people are just now learning that Apple has some of the shadiest business practices?
You know this isn’t really just apple, company’s do this all the time, everything is rigged to expire and all they want is your money.
Ohhh no no no, this IS JUST Apple.
All companies want you to buy their new products. None have gone to the lengths that Apple Inc. has gone to make end user repairs as impossible as is legally viable. I have been repairing electronics and computer systems privately, commercially and active duty in the US military for about 30 years.
Apple puts extra effort into special hardware requiring proprietary tools that are only legally produced by their licensed manufacturer and can only be purchased through licensed repair shops if at all.
Companies like iFixit can only exist as profit making companies because they are able to make workaround tools and kits that are still profitable but less of a blatant ripoff than Apple.
Apple has been doing this forever. The way Apple treats consumers is abysmal, and people still eat their products up.
you hear a tapping at your window at night, you’re terrified but you go and look out. a feeling of relief washes over you as you realize its just your local cryptid asking for your wifi password, they want to message their friend, but most cell companies don’t sell data plans to nonhuman beings, so they just wanna use ur wifi for a sec
numbani defense. me as zenyatta, and 5 lucios; 2 on speed, 3 on heal. they just ran around and spammed their boosts to keep me alive and mobile. they also stayed hidden in the little rooms so that they wouldn’t die.
i was a very fast little robot man with a fist full of discord who never died.
Someone is going into grocery stores and putting stickers on milk jugs of ‘missing’ US reps who are refusing to hold town meetings this week (presumably because they’re afraid of trump protesters).
Whoever you are, know that you are loved and appreciated.
I am Silver Tongue, I am an artist. I have many characters and you can check out my art in the art tag. I occasionally practice witchcraft though I don't do anything too complicated. I am girl 2 and don't know what else to put here.
