Arcade Win Quotes

The boy had stopped coughing by then. He was petting a little white dog who’d trotted out from the house. “Are you Lilith’s boyfriend?” Cam grinned. “I like this kid.” “Shut up,” Lilith said. “Well, is he?” Bruce asked Lilith. “Because if he’s your boyfriend, he’s going to have to win me over, too. Like with arcade games and ice cream and, like, teaching me to throw a baseball.” “Why stop there?” Cam asked. “I’ll teach you to throw a football, a punch, a poker match, and even”—he glanced at Lilith—“the coolest girl off her game.

motherhood seemed like a very long game of Whac-A-Mole to her—that crazy game at the arcade where you had to keep whacking the moles to win. You just manage to control one and the next one pops u

motherhood seemed like a very long game of Whac-A-Mole to her—that crazy game at the arcade where you had to keep whacking the moles to win. You just manage to control one and the next one pops up

One of the early stage AI companies Google purchased is DeepMind, based in London. In 2015 researchers at DeepMind published a paper in Nature describing how they taught an AI to learn to play 1980s-era arcade video games, like Video Pinball. They did not teach it how to play the games, but how to learn to play the games—a profound difference. They simply turned their cloud-based AI loose on an Atari game such as Breakout, a variant of Pong, and it learned on its own how to keep increasing its score. A video of the AI’s progress is stunning. At first, the AI plays nearly randomly, but it gradually improves. After a half hour it misses only once every four times. By its 300th game, an hour into it, it never misses. It keeps learning so fast that in the second hour it figures out a loophole in the Breakout game that none of the millions of previous human players had discovered. This hack allowed it to win by tunneling around a wall in a way that even the game’s creators had never imagined. At the end of several hours of first playing a game, with no coaching from the DeepMind creators, the algorithms, called deep reinforcement machine learning, could beat humans in half of the 49 Atari video games they mastered.