Google Street View is the most audacious data-gathering project ever

Google Street View is an extraordinarily expensive project for a company which normally deals with razor-slim margins. It involves building customised cars, shipping them all over the world, and then hiring drivers to patrol the roads for hours on end.

The eventual plan is to map every street they can (and they mean every - Jon Rafman's 9-eyes is a wonderful collection of weirder pictures taken), an extraordinary project which certainly goes far beyond what makes economic sense. While Street View images of, for example, London's Oxford Street are likely to be regularly checked and probably easily monetiseable, it's hard to imagine what use images of Manitoba, Canada's highway 39 are, beyond bragging rights for the company.

But Adrian Holovaty suggests one reason why Google may have wanted to carry the project to its conclusion: it's nascent driverless car project. Holovaty writes:

Now, I’m realizing the biggest Street View data coup of all: those vehicles are gathering the ultimate training set for driverless cars.

I’m sure this is obvious to people who have followed it more closely, but the realization has really blown my mind. With the goal of photographing and mapping every street in the world, Street View cars must encounter every possible road situation, sort of by definition. The more situations the driverless car knows about, the better the training data, the better the machine-learning algorithms can perform, the more likely it is that the driverless car will work. Brilliant.

Google is, first and foremost, a company build around data-wrangling. Most of the data they get is provided by their users, but some, like the Street View corpus, they have to go out and get. And if they do, it's worth their while to work out as many ways of using that data as possible. The real question is whether they realised once they had all the information that they could use it to teach computers how to drive, or if this has been their cunning plan all along.

Thanks to Robin Sloan for the pointer.

A view from a Street View car, via 9-eyes.com

Alex Hern is a technology reporter for the Guardian. He was formerly staff writer at the New Statesman. You should follow Alex on Twitter.

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Want your team to succeed? Try taking a step back

From the boardroom to the sports ground, managers need to step back for creativity to thrive.

Everyone is in favour of creativity, usually at the expense of creative people. The concept is in perpetual boom. Give us creative midfielders, creative leadership, creative solutions, creative energy. It’s with the “how” that the problems start – with extra meetings and meddling, over-analysis and prescriptiveness, whiteboards and flow charts. Professional systems rarely support the creativity that they allegedly seek. The creativity industry system is at odds with its stated goals.

The novel was an early casualty. Nothing makes me close a book more quickly and finally than the creeping realisation that the author is following a narrative map purchased on an American creative writing course. Life is too short for competent novels. The creativity industry pulls up the worst while dragging down the best.

Something similar happens inside professional sport, even though creativity is so obviously linked to performance and profit. Yet sport, especially English sport, has suffered from excessive managerialism. Perhaps guilt about English sport’s amateur legacy gave “professionalism” free rein, however pedestrian its form.

Here is sport’s problem with creativity: professional systems crave control, but creativity relies on escaping control. If an attacking player doesn’t know what he is going to do next, what chance does the defender have?

So when truly unexpected moments do happen, they take on a special lustre. This month, Olivier Giroud scored an unforgettable goal for Arsenal. Bearing down on the goal, he was already launched in mid-air when he realised that the cross was well behind him. With his body far ahead of his feet, Giroud clipped the ball to the top corner of the net with the outside of his left ankle – a so-called scorpion kick.

It was, in retrospect, the only option available to him. Football, for a moment, touched the arts – not only beautiful, but also complete. Nothing could have been added or taken away.

I once tried to compare the perfect cricket shot to Robert Frost’s celebrated description of writing a poem: “It begins in delight, it inclines to the impulse, it assumes direction with the first line laid down, it runs a course of lucky events, and ends in a clarification . . . Like a piece of ice on a hot stove the poem must ride on its own melting.”

A great goal, however, fits that poetic model better than a cricket shot. Cricket shots come in many aesthetic grades, but they are all intended as shots. A goal, on the other hand, is more than just a very good pass, only better. There is an act of transformation within the event.

Frost’s acknowledgment of luck (distinct here from fluke) neatly defuses the accusation. Saying that a great goal involved luck does not to diminish it. Many unearned factors must interact with the skill.

“But did he mean it?” some people have wondered about Giroud’s goal. That isn’t the point, either. There wasn’t time. Giroud had solved the problem – to make contact with the ball, however possible, directing it towards the goal – before he was fully conscious of it. That doesn’t make it an accident. The expertise of a striker, like that of a writer, is opportunistic. He puts himself in positions where his skills can become productive. It is a honed ability to be instinctive. “If I’d thought about it, I never would have done it,” as Bob Dylan sings on “Up to Me”, an out-take from Blood on the Tracks.

Pseudo-intellectual? Quite the reverse. There is nothing pretentious about recognising and protecting creativity in sport. Over-literal decoding is the greater threat: instinctive performance needs to be saved from team meetings, not from intellectuals.

Having described a creative goal as unplanned – indeed, impossible to plan – what can coaches do to help? They can get out of the way, that’s a good start. It is no coincidence that the teams of Arsène Wenger, who is sometimes criticised for being insufficiently prescriptive, score more than their fair share of wonder goals.

The opposite arrangement is bleak. A friend of mine, a fly-half in professional rugby union, retired from the game when his coaches told him exactly which decisions to make in the first six phases of every attacking move. In effect, they banned him from playing creatively; they wanted rugby by numbers.

Not everything can be rehearsed. One useful book for coaches scarcely mentions sport – Inside Conducting, by the conductor Christopher Seaman. “I’ve never had much sympathy for conductors who ‘program’ an orchestra at rehearsal,” Seaman writes, “and then just run the program during the performance. There is much more
to it than that.”

Dan Vettori, the rising star among cricket’s Twenty20 coaches, is rare for having the bravery to echo Seaman’s theory. He believes that cricketers are more likely to play well when they feel slightly underprepared. It’s a risk and a fine balance – but worth it.

As I explored here last month in the context of Daniel Kahneman and Amos Tversky, there is a danger of slotting players into false stereotypes and classifications. Giroud, for example, is slow. Slow yet athletic. That’s an unusual combination and partly explains why he is underrated.

We often think of pace as the central and definitive aspect of athleticism. But speed is just one component of total athletic ability (leave to one side footballing skill). Giroud has an outstanding vertical jump, power and great balance. Because he is big and slow, those athletic gifts are harder to spot.

Management systems overestimate both labels and top-down tactics. A braver policy, pragmatic as well as aesthetic, is to be less controlling: allow opportunity to collide with skill, directed by an open, expert and uncluttered mind. l

Ed Smith is a journalist and author, most recently of Luck. He is a former professional cricketer and played for both Middlesex and England.

This article first appeared in the 12 January 2017 issue of the New Statesman, Putin's revenge