[Script Info] Title: [Events] Format: Layer, Start, End, Style, Name, MarginL, MarginR, MarginV, Effect, Text Dialogue: 0,0:00:00.41,0:00:02.16,Default,,0000,0000,0000,,Siri, are you artificial intelligence? Dialogue: 0,0:00:02.16,0:00:04.22,Default,,0000,0000,0000,,SIRI: Close enough, I'd say. Dialogue: 0,0:00:06.10,0:00:09.09,Default,,0000,0000,0000,,Artificial intelligence is\Nwhen humans train computers Dialogue: 0,0:00:09.09,0:00:11.91,Default,,0000,0000,0000,,to recreate the workings\Nof the human brain. Dialogue: 0,0:00:11.91,0:00:13.38,Default,,0000,0000,0000,,AI occurs when machines Dialogue: 0,0:00:13.38,0:00:15.23,Default,,0000,0000,0000,,have learned to recognize enough patterns Dialogue: 0,0:00:15.23,0:00:18.27,Default,,0000,0000,0000,,to be able to make decisions on their own. Dialogue: 0,0:00:21.50,0:00:24.40,Default,,0000,0000,0000,,Episode 4, Artificial Intelligence. Dialogue: 0,0:00:28.52,0:00:30.43,Default,,0000,0000,0000,,So what does that actually look like? Dialogue: 0,0:00:30.43,0:00:32.35,Default,,0000,0000,0000,,Here's how Google uses\Nartificial intelligence Dialogue: 0,0:00:32.35,0:00:34.55,Default,,0000,0000,0000,,to write email replies for you. Dialogue: 0,0:00:34.55,0:00:38.01,Default,,0000,0000,0000,,An email comes in. It says,\Nare you free tomorrow? Dialogue: 0,0:00:38.01,0:00:40.95,Default,,0000,0000,0000,,It moves through the thought\Nvector, which is a black box. Dialogue: 0,0:00:40.95,0:00:43.98,Default,,0000,0000,0000,,And what comes out the other\Nend is the AI response. Dialogue: 0,0:00:43.98,0:00:45.43,Default,,0000,0000,0000,,Yes, what's up? Dialogue: 0,0:00:47.99,0:00:49.95,Default,,0000,0000,0000,,But AI can go horribly wrong. Dialogue: 0,0:00:49.95,0:00:51.10,Default,,0000,0000,0000,,Google was using AI Dialogue: 0,0:00:51.10,0:00:53.90,Default,,0000,0000,0000,,to tag images that were\Nuploaded to the web. Dialogue: 0,0:00:53.90,0:00:56.38,Default,,0000,0000,0000,,Google's AI engine started to tag images Dialogue: 0,0:00:56.38,0:00:58.47,Default,,0000,0000,0000,,of black people as gorillas. Dialogue: 0,0:00:58.47,0:01:01.15,Default,,0000,0000,0000,,The company apologized and\Nsaid they would fix it. Dialogue: 0,0:01:01.15,0:01:03.68,Default,,0000,0000,0000,,AI is only as good as\Nthe patterns we teach it. Dialogue: 0,0:01:03.68,0:01:06.10,Default,,0000,0000,0000,,So if we give it biased, stereotyped, Dialogue: 0,0:01:06.10,0:01:08.74,Default,,0000,0000,0000,,or even racist information, what then? Dialogue: 0,0:01:08.74,0:01:11.44,Default,,0000,0000,0000,,In one study, researchers\Ntrained an AI program Dialogue: 0,0:01:11.44,0:01:14.91,Default,,0000,0000,0000,,with 3 million words from\NGoogle news articles. Dialogue: 0,0:01:14.91,0:01:16.29,Default,,0000,0000,0000,,This is what they found. Dialogue: 0,0:01:16.29,0:01:19.89,Default,,0000,0000,0000,,The closest word to the query\Nblack male, returns assaulted. Dialogue: 0,0:01:24.09,0:01:26.84,Default,,0000,0000,0000,,While the response to\Nwhite male, is entitled to. Dialogue: 0,0:01:31.61,0:01:34.53,Default,,0000,0000,0000,,If we're not intelligent\Nabout how we train our robots, Dialogue: 0,0:01:34.53,0:01:37.32,Default,,0000,0000,0000,,they will perpetuate the\Nworst of human behavior.