Intelligence is no longer exclusively human. Machines can now recognise a human face, drive a car, beat a chess master and cope with uncertainty. To be as clever as a human, a system must make the right decision in complex and changing conditions – swerve to avoid someone while not knowing if it’s safe, for example, or understand loosely worded commands.

Expectations of what artificial intelligence (AI) can do run high, and universities are keen to meet the needs of industry. Cheaper hardware and software and an abundance of data have fuelled interest. The scope is broad – and a range of master’s now offer study in robotics, neuroscience, linguistics, music perception, visualisation and fuzzy logic.

“I believe AI will dominate computer science for the next 20 years,” says Prof Hani Hagras, director of the Computational Intelligence Centre at the University of Essex, which offers an MSc in AI and other associated courses such as computational finance.

Many of his students come from a financial background – AI can be useful in assessing risk and fraud and making sense of vast amounts of data. Learning the discipline makes them highly employable, says Hagras, and the same can be said for other sectors such as health, gaming and the automotives.

Essex runs crash courses to open up AI for non-computer scientists. “Many courses touch on AI but don’t have it in the title – robotics, for example,” Hagras says. “It’s a hot topic in the games industry – many use AI even though they may not call it that.”


Most courses want a computer science degree, and they are competitive – the University of Manchester’s MSc in AI is often oversubscribed, but may make exceptions for science graduates with professional programming experience. “But we try to give students the broad perspective,” says Manchester’s Prof Uli Sattler. “AI means more than just machine learning.”

At UCL, AI master’s students will be taught some of the course by experts from DeepMind Technologies, a Google subsidiary famous for creating AlphaGo. Last year, the program beat the reigning champion at the ancient and complex Chinese board game Go – a feat experts believed was a decade away.

Nearby, Imperial College’s specialist master’s is open only to students with a solid background in computing. The course is broad – cognitive robotics, computational finance and more. One of the longest established centres for AI is based at the University of Edinburgh. From here postgrads go on to work in a variety of specialisms, from fraud detection software to spacecraft control. Car manufacturers, finance and healthcare all have openings for AI specialists. “It’s a huge field, moving very, very quickly,” says Hagras.


原文地址:https:/ter-machines-rise-artificial-intelligence-postgraduate-student-experts




12:00

Let Us Laugh

The thing that goes the farthest toward making life worthwhile, that costs the least and does the most, is just a pleasant smile.
The smile that bubbles from the heart that loves its fellow men, will drive away the clouds of gloom and coax the Sun again.
It's full of worth and goodness, too, with manly kindness blent; it's worth a million dollars, and it doesn't cost a cent.
There is no room for sadness when we see a cheery smile; It always has the same good look; it's never out of style; It nerves us on to try again when failure makes us blue;
The dimples of encouragement are good for me and you.It pays the highest interest - for it is merely lent;
It's worth a million dollars, and it doesn't cost a cent.
A smile comes very easy - you can wrinkle up with cheer. A hundred times before you can squeeze out a salty tear. It ripples out, moreover, to the heartstrings that will tug, and always leaves an echo that is very like a hug.
So, smile away! Folks understand what by a smile is meant. It's worth a million dollars, and it doesn't cost a cent.

13:16

Fate

Have forgotten what day I met you, I only remember that meet the wind is very soft, very soft, the night sky is very beautiful, very beautiful。

  I and your eyes meet the moment, my heart was suddenly dusty strings gently struck, at that moment, the world I only hear a song "fate" in singing。

  You, through the past autumn, a season of flowers fragrance to me, you with a warm smile, Yang opened my tender feelings, my city in the sky, because your arrival, all the clouds gently curled into a butterfly emergence, happiness streamer flashing。

  Me happy, clap your hands, open hand le。

  That year, the drip of the rain in my heart is the most attractive temperament, rain gently tapping with bluestone alley in the rain, my dream in the bloom Yuhua run, intoxicated…… I'm in the cloud water Mae, the sketch with a roll of never forget, I put the most pure emotion labels you heart, also in my heart。

  That year, a heart, day and night to walk in the South and North, between Xiao Qin and ink, always enjoy it。 At sunset, when I was in the month Liushao head, quietly waiting for you; the moon, I am waiting for you in the spring in the tender feelings。

  I can't remember how many breeze politely shed fragrance in your lap, I can't remember how many do you tune in my clothes left shallow marks。 I clearly remember, in each one of you distantly faces, happy to miss days, I have been smiling and staring at the sky, try to figure out what the wind is blowing from the south, over which a cloud floating around you, guess which one bird is after you stop in my shoulders window。

  At that time, often hear similar to your voice and back, to me, is also a kind of the most warm。 At that time, no matter where I go I can encounter a poetic and a floral。

  You at that time, so far, but is so near。