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Machine learning versus AI: what’s the difference?

Thanks to the likes of Google, Amazon, and Facebook, the terms artificial intelligence (AI) and machine learning have become much more widespread than ever before. They are often used interchangeably and promise all sorts from smarter home appliances to robots taking our jobs.

The UK has a new AI centre – so when robots kill, we know who to blame The UK has a new AI centre – so when robots kill, we know who to blameArtificial Intelligence 12 Oct 2016.

But while AI and machine learning are very much related, they are not quite the same thing. AI is a branch of computer science attempting to build machines capable of intelligent behaviour, while 
Stanford University defines machine learning as “the science of getting computers to act without being explicitly programmed”. 

You need AI researchers to build the smart machines, but you need machine learning experts to make them truly intelligent.

Source: Machine learning versus AI: what’s the difference?

Frustration = opportunity. — Best thing I found online today — ©Medium

Maybe you know the feeling.You’re out and about somewhere, doing something you either really need to do — like online banking or trying to catch a flight out of O’Hare — or something you really want to do — like trying to navigate the byzantine complexity of America’s private healthcare insurance system or figuring out how to actually use frequent flyer points for your benefit — and it suddenly hits you. Something or someone is making whatever you need/want to do harder instead of easier. For me, the feeling usually bubbles up pretty fast.Design rage.

OK, maybe ‘rage’ is a little strong, but you get the idea. I’ve noticed that when that rage-y feeling does arise it’s usually not symptomatic of something that’s missing from my life, but instead tends to be driven by the inadequacy of things that already exist…

Source: Frustration = opportunity. — Best thing I found online today — Medium

What have you done already? — ©Medium

Beginners or people who don’t think they are particularly creative often get frustrated at how slow they are at coming up with ideas.

This is often because they only start thinking of ideas once they have something to work on — this is way too late.

Let me explain.

Today while I was working at Starbucks writing this article, what do you think caught my eye?

Source: What have you done already? — 1224 Design — Medium

Don’t think big! — Prototyping: From UX to Front End

One of the biggest mistakes you can make in your creative project is to pick a topic which is too big.As an artist and designer I keep making one mistake time and again. So if this article sounds like me giving advice to other creatives… it is actually an attempt to keep myself from making this mistake yet again.

Big topics often lead to small results, small topics foster great results.And here is why: Your project is limited by the time and energy you have.

Source: Don’t think big! — Prototyping: From UX to Front End

You’re witnessing the death of neoliberalism – from within | ©The Guardian

Even while they censored their citizens’ very thoughts, the communists dreamed big. Spufford’s hero is Leonid Kantorovich, the only Soviet ever to win a Nobel prize for economics. Rattling along on the Moscow metro, he fantasises about what plenty will bring to his impoverished fellow commuters: “The women’s clothes all turning to quilted silk, the military uniforms melting into tailored grey and silver: and faces, faces the length of the car, relaxing, losing the worry lines and the hungry looks and all the assorted toothmarks of necessity.”

But reality makes swift work of such sandcastles. The numbers are increasingly disobedient. The beautiful plans can only be realised through cheating, and the draughtsmen know it better than any dissidents. This is one of Spufford’s crucial insights: that long before any public protests, the insiders led the way in murmuring their disquiet.

When Red Plenty was published in 2010, it was clear the ideology underpinning contemporary capitalism was failing, but not that it was dying. Yet a similar process as that described in the novel appears to be happening now, in our crisis-hit capitalism. And it is the very technocrats in charge of the system who are slowly, reluctantly admitting that it is bust.

What makes the fund’s intervention so remarkable is not what is being said – but who is saying it and just how bluntly. In the IMF’s flagship publication, three of its top economists have written an essay titled “Neoliberalism: Oversold?”.

Source: You’re witnessing the death of neoliberalism – from within | Aditya Chakrabortty | Opinion | The Guardian

This New Neighborhood Will Grow Its Own Food, Power Itself, And Handle Its Own Waste | ©Co.Exist

If you live inside one of the houses in a new neighborhood being built in an Amsterdam suburb, your dining room might be next to an indoor vegetable garden. Outside, you’ll have another seasonal garden. And down the street, almost everything you eat will be grown in high-tech vertical farms.The neighborhood will be the first ReGen Village, a new type of community designed to be fully self-sufficient, growing its own food, making its own energy, and handling its own waste in a closed loop.

Source: This New Neighborhood Will Grow Its Own Food, Power Itself, And Handle Its Own Waste | Co.Exist | ideas + impact

All scientific papers to be free by 2020 under EU proposals | ©The Guardian

All publicly funded scientific papers published in Europe could be made free to access by 2020, under a “life-changing” reform ordered by the European Union’s science chief, Carlos Moedas.The Competitiveness Council, a gathering of ministers of science, innovation, trade and industry, agreed on the target following a two-day meeting in Brussels last week.

The move means publications of the results of research supported by public and public-private funds would be freely available to and reusable by anyone. It could affect the paid-for subscription model used by many scientific journals, and undermine the common practice of releasing reports under embargo.

At present the results of some publicly funded research are not accessible to people outside universities and similar institutions without one-off payments, which means that many teachers, doctors, entrepreneurs and others do not have access to the latest scientific insights. In the UK, funding bodies generally require that researchers publish under open access terms, with open access publishing fees paid from the researcher’s grant.

Source: All scientific papers to be free by 2020 under EU proposals | Science | The Guardian

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