If I Only Had a Brain: How AI ‘Thinks’ – The Daily Beast

Artificial intelligence has gotten pretty darn smart—at least, at certain tasks. AI has defeated world champions in chess, Go, and now poker. But can artificial intelligence actually think?

The answer is complicated, largely because intelligence is complicated. One can be book-smart, street-smart, emotionally gifted, wise, rational, or experienced; it’s rare and difficult to be intelligent in all of these ways. Intelligence has many sources and our brains don’t respond to them all the same way. Thus, the quest to develop artificial intelligence begets numerous challenges, not the least of which is what we don’t understand about human intelligence.

Still, the human brain is our best lead when it comes to creating AI. Human brains consist of billions of connected neurons that transmit information to one another and areas designated to functions such as memory, language, and thought. The human brain is dynamic, and just as we build muscle, we can enhance our cognitive abilities—we can learn. So can AI, thanks to the development of artificial neural networks (ANN), a type of machine learning algorithm in which nodes simulate neurons that compute and distribute information. AI such as AlphaGo, the program that beat the world champion at Go last year, uses ANNs not only to compute statistical probabilities and outcomes of various moves, but to adjust strategy based on what the other player does.

Facebook, Amazon, Netflix, Microsoft, and Google all employ deep learning, which expands on traditional ANNs by adding layers to the information input/output. More layers allow for more representations of and links between data. This resembles human thinking—when we process input, we do so in something akin to layers.

If I Only Had a Brain: How AI ‘Thinks’ – The Daily Beast

I have found a new way to watch TV, and it changes everything

HAVE a habit that horrifies most people. I watch television and films in fast forward. This has become increasingly easy to do with computers (I’ll show you how) and the time savings are enormous. Four episodes of “Unbreakable Kimmy Schmidt” fit into an hour. An entire season of “Game of Thrones” goes down on the bus ride from D.C. to New York.

I started doing this years ago to make my life more efficient. Between trendy Web shows, auteur cable series, and BBC imports, there’s more to watch than ever before. Some TV execs worry that the industry is outpacing its audience. A record-setting 412 scripted series ran in 2015, nearly double the number in 2009.

“There is simply too much television,” FX Networks CEO John Landgraf said last year. Nonsense, responded Netflix content chief Ted Sarandos, who has been commissioning shows at a startling rate. “There’s no such thing as too much TV,” he said.

So here we are, spending three hours a day on average, scrambling to keep up with the Kardashians, the Starks, the Underwoods, and the dozens of others on the roster of must-watch TV, which has exploded in the age of fragmented audiences. Nowadays, to stay on the same wavelength with your different groups of friends — the ones hating on “Meat Chad” and the ones cooing over Khaleesi — you have to watch in bulk.

Washington Post