Monthly Archives: July 2017

Artificial intelligence may soon replace our artists as well – Mother Nature Network

Posted: July 2, 2017 at 9:18 am

Machines might one day replace human laborers in a number of professions, but surely they won't ever replace human artists. Right?

Think again. Not even our artists will be safe from the inevitable machine takeover, if a new development in artificial intelligence by a team of researchers from Rutgers University and Facebooks A.I. lab offers an example of what's to come. They have designed an A.I. capable of not only producing art, but actually inventing whole new aesthetic styles akin to movements like impressionism or abstract expressionism, reports New Scientist.

The idea, according to researcher Marian Mazzone, who worked on the system, was to make art that is novel, but not too novel. It's such an effective system that the art produced by it is already being given the thumbs up by human critics when presented in public.

The algorithm at play is a modification of what is known as a generative adversarial network (GAN), which essentially involves two neural nets that play off against each other to get better and better results. The model used in this project involved a generator network, which produces the images, and a discriminator network, which "judges" whether it is art. The discriminator is programed with knowledge of 81,500 examples of human paintings that either count as art or don't, as well as knowledge of how to categorize art into known styles, and it uses these benchmarks to carry out the judging process.

This may seem overly simplistic, but there's a twist. Once the generator learns how to produce work that the distributor recognizes as art, it is given an additional directive: to produce art that doesn't match any known aesthetic styles.

You want to have something really creative and striking but at the same time not go too far and make something that isnt aesthetically pleasing, explained team member Ahmed Elgammal.

The art that was generated by the system was then presented to human judges alongside human-produced art without revealing which was which. To the researchers' surprise, the machine-made art was actually scored slightly higher overall than the human-produced art.

Of course, machines can't yet replace the meaning that's infused in works by human artists, but this project shows that artist skillsets certainly seem duplicatable by machines.

What will it take for machines to produce content that is infused with meaning? That might be the last A.I. frontier. Human artists can at least hang their hats on that domain... for now.

Imagine having people over for a dinner party and they ask, Who is that by? And you say, Well, its a machine actually. That would be an interesting conversation starter, said Kevin Walker, from the Royal College of Art in London.

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Big pharma turns to artificial intelligence to speed drug discovery, GSK signs deal – Reuters

Posted: at 9:18 am

LONDON (Reuters) - The world's leading drug companies are turning to artificial intelligence to improve the hit-and-miss business of finding new medicines, with GlaxoSmithKline unveiling a new $43 million deal in the field on Sunday.

Other pharmaceutical giants including Merck & Co, Johnson & Johnson and Sanofi are also exploring the potential of artificial intelligence (AI) to help streamline the drug discovery process.

The aim is to harness modern supercomputers and machine learning systems to predict how molecules will behave and how likely they are to make a useful drug, thereby saving time and money on unnecessary tests.

AI systems already play a central role in other high-tech areas such as the development of driverless cars and facial recognition software.

"Many large pharma companies are starting to realise the potential of this approach and how it can help improve efficiencies," said Andrew Hopkins, chief executive of privately owned Exscientia, which announced the new tie-up with GSK.

Hopkins, who used to work at Pfizer, said Exscientia's AI system could deliver drug candidates in roughly one-quarter of the time and at one-quarter of the cost of traditional approaches.

The Scotland-based company, which also signed a deal with Sanofi in May, is one of a growing number of start-ups on both sides of the Atlantic that are applying AI to drug research. Others include U.S. firms Berg, Numerate, twoXAR and Atomwise, as well as Britain's BenevolentAI.

"In pharma's eyes these companies are essentially digital biotechs that they can strike partnerships with and which help feed the pipeline," said Nooman Haque, head of life sciences at Silicon Valley Bank in London.

"If this technology really proves itself, you may start to see M&A with pharma, and closer integration of these AI engines into pharma R&D."

It is not the first time drugmakers have turned to high-tech solutions to boost R&D productivity.

The introduction of "high throughput screening", using robots to rapidly test millions of compounds, generated mountains of leads in the early 2000s but notably failed to solve inefficiencies in the research process.

When it comes to AI, big pharma is treading cautiously, in the knowledge that the technology has yet to demonstrate it can successfully bring a new molecule from computer screen to lab to clinic and finally to market.

"It's still to be proven, but we definitely think we should do the experiment," said John Baldoni, GSK's head of platform technology and science.

Baldoni is also ramping up in-house AI investment at the drugmaker by hiring some unexpected staff with appropriate computing and data handling experience - including astrophysicists.

His goal is to reduce the time it takes from identifying a target for disease intervention to finding a molecule that acts against it from an average 5.5 years today to just one year in future.

"That is a stretch. But as we've learnt more about what modern supercomputers can do, we've gained more confidence," Baldoni told Reuters. "We have an obligation to reduce the cost of drugs and reduce the time it takes to get medicines to patients."

Earlier this year GSK also entered a collaboration with the U.S. Department of Energy and National Cancer Institute to accelerate pre-clinical drug development through use of advanced computational technologies.

The new deal with Exscientia will allow GSK to search for drug candidates for up to 10 disease-related targets. GSK will provide research funding and make payments of 33 million pounds ($43 million), if pre-clinical milestones are met.

($1 = 0.7682 pounds)

Reporting by Ben Hirschler; Editing by Adrian Croft/Keith Weir

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Graham Simmons Takes Lions Hype To Barely Palatable Level During Sean O’Brien Interview – Balls.ie

Posted: at 9:17 am

For the first time since 2009 the All Blacks lost a game on home soil as they fell to the Lions at a wet Wellington Westpac Stadium.

It was a thrilling, rollercoaster game, one which saw a first half red card for Sonny Bill Williams and the Lions come back from 18-9 down with just over 20 minutes to play.

The series coming down to a decider in Auckland was clearly too much for Sky Sports interviewer Graham Simmons.

As he spoke to the excellent Sean O'Brien after the game, Simmons wanted to know if the Carlow man fully understood the magnitude of next weekend's third Test.

Immortality beckons, you know that, don't you. Immortality is beckoning.

Immortality, Sean. Just think about what could be achieved on the farm as the Carlow Duncan MacLeod.

Photo by Stephen McCarthy/Sportsfile

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Sidney Health Center announces new family medicine physician – Sidney Herald Leader

Posted: at 9:16 am

Sidney Health Center is pleased to announce the successful recruit of Lisa Rosa-R, M.D. Dr. Rosa-R joins the medical staff as a family medicine physician.

Dr. Rosa-R, who is American Board Certified in family medicine, provides a wide range of primary care services to people of all ages.

Her scope of practice includes diagnosing and treating illnesses, managing chronic conditions such as high blood pressure, diabetes and asthma as well as providing preventive care such as routine checkups, health-risk assessments and screening tests for men, women and children.

Dr. Rosa-R has 30 years of experience in the medical field working as a family physician in the state of Georgia. The last 10 years she has incorporated integrative medicine into her scope of practice. Integrative medicine emphasizes the integration of complementary and alternative medicine approaches with conventional medicine.

Dr. Rosa-R graduated with a bachelor of science in mathematics from the University of Western Australia in Perth, Australia. She went onto become a Doctor of Medicine and Surgery at the University of Seville in Seville, Spain and then completed her residency in family practice at Saint Mary Hospital in Hoboken, N.J. as well as completing a Fellowship in Family Medicine at Bronx-Lebanon Albert Einstein College of New York, NY.

Dr. Rose-R is fluent in English and Spanish. To schedule an appointment with Dr. Rosa-R, please call her office at 406-488-2231 at the Sidney Health Center Clinic, Suite #110.

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Alamosa News | Eye on Extension: More on supplements – Valley Courier

Posted: at 9:15 am

VALLEY Dietary supplements include vitamins, minerals, herbs, amino acids, enzymes, and other substances that may be supplemented, or added to diet, in order to complete dietary needs or to make up for a nutrition deficiency they are NOT intended to replace a healthy diet. Supplements come in many forms, including pills, capsules, powders, drinks, or energy bars. It is important to remember that supplements are not required to go through the same stringent testing as over the counter (OTC) and prescription medicine, and are not regulated as closely by the Food and Drug Administration (FDA).

Choose Food First, Supplements Second Vitamin and mineral supplements are the most common dietary supplement used by approximately 40 percent of adults in the United States. Despite the popularity of supplements, most people are capable of obtaining all of the required vitamins and minerals through a healthy diet alone. In fact, those who take supplements daily may be at risk for excessive intake, or toxicity of certain nutrients.

Also, supplements can be very expensive as evidenced by the $30 billion that Americans spend annually on all forms, a number that continues to grow every year. In some circumstances a daily supplement may not be necessary, and for many, taking multivitamin or mineral once every two to three days may be a cost-effective choice. Since the body has limited storage for many of these nutrients, most of the time they are simply excreted. The most cost-effective way to promote good health is eat a wide selection of foods and exercise regularly.

The majority of Americans consume all of the nutrients needed through a balanced and varied diet that includes healthy food choices. Remember being told to eat a variety of foods? Thats what a balanced diet is, a daily variety of food from the food groups; breads, cereals, and grains, fruits and vegetables, dairy and milk, and protein/meat. By eating this balanced diet you should be getting all the needed nutrients per day.

Certain individuals may have dietary restrictions (such as those with celiac disease or lactose intolerance), or belong to a particular life stage (pregnant, breastfeeding, or older adult) and may benefit from taking specific supplements. Talk to your doctor before deciding to take a dietary supplement.

Again, remember, supplements are not regulated by the government and may make false health claims that are not supported by research. Before consuming any type of supplement, talk to your doctor and research the supplement thoroughly. The following website resource can help you make an educated decision and identify inaccurate information when choosing a dietary supplement: National Library of Medicine (NLM) Dietary Supplements Labels Database.

For more information contact Mary Ellen Fleming at 852-7381, or visit the CSU Extension Office for the San Luis Valley Area at 1899 E. Hwy 160 in Monte Vista. Please feel free to visit our website at: http://sanluisvalley.colostate.edu for information about services provided.

Extension programs are available to all without discrimination, Colorado State University Extension, U.S. Department of Agriculture and Colorado Counties cooperating.

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Alamosa News | Eye on Extension: More on supplements - Valley Courier

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GARDENING: Reviving St. Augustine grass – Odessa American

Posted: at 9:14 am

Floyd is a horticulturist with Texas AgriLife Extension Service. He can be reached at 498-4071 in Ector County or 686-4700 in Midland County or by email at Jeff.Floyd@ag.tamu.edu

Floyd is an Agri-Life Extension agent for Ector and Midland counties. To learn more, call the Ector County Extension office at 432-498-4072, or the Midland County Extension office at 432-686-4700, or email jeff.floyd@ag.tamu.edu.

Posted: Sunday, July 2, 2017 3:00 am

GARDENING: Reviving St. Augustine grass By Jeff Floyd Odessa American

Weve discussed a lot of the problems that St. Augustine grass experiences in West Texas lawns but a recent question caused me to realize we havent talked about a basic St. Augustine maintenance schedule for our area.

Question: We have had great success growing Bermuda and St. Augustine, we have mostly shade, and the St. Augustine took over most of the yard. Last year we noticed the St. Augustine was not growing and yellowing and disappearing. It continues to get worse this year. This season I have fertilized, insect and bug killer granules, and Fungicide. No change. Last year I tried Ironite with no change. This month I laid down a strip of dolomite lime, and on the other side of yard a strip of aluminum sulfate. No detectable difference on either side.

Answer: Thank you for the question to Extension. Avoid applying any more amendments or fertilizers until youve gotten on track with a basic maintenance plan and start to see some recovery.

For St. Augustine lawns showing signs of stress, begin with a soil test. Visit http://www.soiltesting.tamu.edu for forms and instructions.

Call the Texas A&M AgriLife Extension office if you are having turf grass problems at 498-4071.

Posted in Gardening on Sunday, July 2, 2017 3:00 am. | Tags: Texas A&m Agrilife Extension Office, Jeff Floyd, Pecans, Pruning, Prune, Soft Landscape Materials, Landscape, Gardening, Gardener, Food, Integra, Repeat Applications, West Texas

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Companies must strike a balance between automation and brand experience – The Globe and Mail

Posted: at 9:11 am

Kal Juman, principal of Industry Labs and business sales consultant; Imran Abdool, president of Blue Krystal Technologies and Business Insights, and lecturer on finance, economics, and strategy at the University of Windsor; Richard Douglas-Chin, associate professor, English Literature, University of Windsor

In their continual quest to cut costs, boost revenue and maximize shareholders value, todays corporate bosses have made automation their standard modus operandi.

However, what is often good at the individual firm level is problematic at the societal one: automation has meant bigger bottom lines for shareholders at the expense of less-skilled workers becoming unemployed or underemployed. With the rise of populist politicians in America and Europe, companies would be well-placed to rethink their level of automation going forward.

There are two important aspects to increased automation: brand experience and long-term strategic planning. Automation affects brand experience through reduced or even eliminated interaction with the customer. Almost everyone has heard an anecdotal story of a frustrating experience with a self-service or self-checkout counter. Automation has touched all industries; even law and finance have now seen their consumer-interaction significantly eroded. At the corporate level, increased automation represents a trade-off between brand experience and cost savings. The challenge for companies is to find the optimal level in this trade-off, but the difficulty arises in comparing a tangible quantity (cost savings) with an intangible one (brand experience).

The iconic retailer Sears has had ailing brand experience for years preceding its current financial decline. During Sears profitable years the company hastily paid out excess cash to shareholders rather than reinvesting in Sears in-store experience. In decades past, Sears had a unique brand experience. Now, Craftsman has been sold off from the larger Sears Holding Corp. and the fate of Kenmore is questionable too. Without a unique brand experience, Sears bricks-and-mortar stores cannot compete on price point and convenience with online retailers such as Amazon. Sears failed to utilize its vast inventory, cataloging and corporate resources for a first-mover advantage in online retailing before Alibaba and Amazon.

Conversely, when brand experience is successful, a premium can be charged for that success. For example, Apple is famed for its achievement in developing its brand and its ensuing customer experience. Walk into any Apple store and compare first-hand this experience with another technology retailer. One of Apples star products, the iPhone at its most basic functional level is no different from similar products, but the Apple experience always commands a price premium.

Being cognizant of the trade-off between automation and brand experience not only benefits corporate shareholders but our broader society as well. Two futures can exist in the relationship between corporations and their workers: one where corporations have higher profits and less employment or one where employment and corporate profits rise in tandem. A company can boost innovation, profits and employment by combining risk-taking with empathy for consumers and workers.

It can be argued that a companys present stock price captures the markets perceptions of automation benefiting a company this is a standard assumption of modern stock pricing in which the current price is based on all available information. However, it can also be argued that market perceptions can and have been significantly wrong e.g., the dot-com bubble, the recent subprime crisis and behavioural finance research. Therefore, current financial markets may be overvaluing automation.

With regard to strategic planning, its no secret that investors and financiers are short-term rather than long-term oriented. Wall Streets culture, as well as the high speed of Internet communication, promote bonuses reflecting short-term performance demarcated by quarterly or annual time frames. The recent incident involving a United Airlines (UA) flight and the forceful removal of one of its passengers demonstrates how quickly capital markets react to perceived company performance: immediately after this story broke, UA stock was down 4 per cent in the next mornings trading reflecting the speed of capital markets and also consumers swift negative judgment on UAs brand experience.

Perhaps it is time for a novel approach: link corporate bonuses to a long-term performance horizon. Specifically, CEOs shouldnt leave with a golden parachute or be able to cash out stock at current prices. Instead, there should be a time delay of five to 10 years before cashing out a significant portion of their stock thereby aligning their incentive with long-term corporate (and incidentally societal) good.

This trend is already beginning: the number of IPOs in America has fallen significantly over time. Private capital markets are seen as longer-term oriented than their public counterparts. Company founders and stakeholders are beginning to express their preference for this type of governance and financing. They are recognizing that automation can be a substitute or a complement, and with proper planning the latter is quite profitable.

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Robocalpyse now? Central bankers argue whether automation will kill jobs – The Seattle Times

Posted: at 9:11 am

The bankers are not yet ready to buy into dystopian visions in which robots render humans superfluous. But they are seriously discussing the risk that artificial intelligence could eliminate jobs on a scale that would dwarf previous waves of technological change.

SINTRA, Portugal The rise of robots has long been a topic for sci-fi best-sellers and video games and, as of last week, a threat officially taken seriously by central bankers.

The bankers are not yet ready to buy into dystopian visions in which robots render humans superfluous. But, at an exclusive gathering at a golf resort near Lisbon, the big minds of monetary policy were seriously discussing the risk that artificial intelligence could eliminate jobs on a scale that would dwarf previous waves of technological change.

There is no question we are in an era of people asking, Is the Robocalpyse upon us? David Autor, a professor of economics at the Massachusetts Institute of Technology, told an audience Tuesday that included Mario Draghi, the president of the European Central Bank, James Bullard, president of the Federal Reserve Bank of St. Louis, and dozens of other top central bankers and economists.

The discussion occurred as economists were more optimistic than they had been for a decade about growth. Draghi used the occasion to signal that the European Central Bank is edging closer to the day when it will begin paring measures intended to keep interest rates very low and bolster the economy.

All the signs now point to a strengthening and broadening recovery in the euro area, Draghi said. His comments pushed the euro to almost its highest level in a year, though it later gave up some of the gains.

But along with the optimism is a fear that the economic expansion might bypass large swaths of the population, in part because a growing number of jobs could be replaced by computers capable of learning artificial intelligence.

Policymakers and economists conceded that they have not paid enough attention to how much technology has hurt the earning power of some segments of society, or planned to address the concerns of those who have lost out. That has, in part, nourished the political populism that contributed to Britains vote a year ago to leave the European Union, and the election of President Donald Trump.

Generally speaking, economic growth is a good thing, Ben Bernanke, a former chairman of the Federal Reserve, said at the forum. But, as recent political developments have brought home, growth is not always enough.

In the past, technical advances caused temporary disruptions but ultimately improved living standards, creating new categories of employment along the way. Farm machinery displaced farmworkers but eventually they found better paying jobs, and today their great-grandchildren may design video games.

But artificial intelligence threatens broad categories of jobs previously seen as safe from automation, such as legal assistants, corporate auditors and investment managers. Large groups of people could become obsolete, suffering the same fate as plow horses after the invention of the tractor.

More and more, we are seeing economists saying, This time could be different, said Autor, who presented a paper on the subject that he wrote with Anna Salomons, an associate professor at the Utrecht University School of Economics in the Netherlands.

Central bankers have begun examining the effect of technology on employment because it might help solve several economic quandaries.

Why is workers share of total earnings declining, even though unemployment is at record lows and corporate profits at record highs? Why is productivity the amount that a given worker produces stuck in neutral?

The mere fact that we are organizing this conference here in Sintra testifies to our interest in that discussion, Benot Coeur, a member of the European Central Banks executive board, said in an interview, referring to the Robocalpyse debate.

Of particular interest to the European Central Bank is why faster economic growth has not caused wages and prices to rise. The central bank has pulled out all the stops to stimulate the eurozone economy, cutting interest rates to zero and even below, while printing money. Four years of growth have led to the creation of 6.4 million jobs. Yet inflation remains well below the banks official target of below, but close to, 2 percent.

One explanation is that more work is being done by advanced computers, with the rewards flowing to the narrow elite that owns them.

Still, among the economists in Sintra there was plenty of skepticism about whether the Robocalpyse is nigh.

Since the beginning of the industrial age, almost every major technological innovation has led to dire predictions that humans were being permanently replaced by machines.

While some kinds of jobs were lost forever, greater efficiency led to more affordable goods and other industries soaked up the excess workers. Few people alive today would want to return to the late 1800s, when 40 percent of Americans worked on farms.

Robocalpyse advocates underestimate the power of scientific advances to beget more scientific advances, said Joel Mokyr, a professor at Northwestern University who studies the history of economics.

Think about what computers are doing to our ability to discover science, Mokyr said during a panel discussion, citing computers that can solve equations that have baffled mathematicians for decades. There may be breakthroughs that we cant even begin to imagine.

There are other explanations for stagnant wages besides technology.

Companies in Japan, the United States and Europe are sitting on hoards of cash, doling out the money to shareholders rather than investing in new buildings, equipment or innovative products. Just why is another topic of debate.

Hal Varian, the chief economist at Google whose self-driving technology may someday make taxi drivers unnecessary said that the plunging cost of information technology has virtually eliminated the fixed cost of entering a business. Companies can rent software and computing power over the internet.

And flat wages reflect the large number of women who have entered the workforce in recent decades as well as the post-World War II baby boom, Varian said, adding that those trends have run their course. We are going to see a higher share going to labor, he said.

Yet already, disruptions caused by technology help account for rampant pessimism among working-class and middle-class people across the developed world.

Bernanke referred to polls showing that about twice as many Americans say the United States is on the wrong track than say the country is moving in the right direction.

As a result, last November Americans elected as president a candidate with a dystopian view of the economy, Bernanke said.

Autor concluded that it was too early to say that robots are coming for peoples jobs. But it could still happen in the future.

I say not Robocalpyse now, Autor said, perhaps Robocalpyse later.

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Automation saved this American manufacturer – USA TODAY

Posted: at 9:11 am


USA TODAY
Automation saved this American manufacturer
USA TODAY
Marlin Steel in Baltimore, Maryland, was able to stay in business by automating its processes to stay competitive when many other manufacturing jobs went overseas. Video by Jasper Colt, USA TODAY ...

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Algorithmic trading ushers in new era of market automation – Raconteur

Posted: at 9:11 am

We are still in the tail of the third industrial or digital revolution where investment in digitalisation could drive significant productivity gains, noted analysts from investment bank Morgan Stanley in a September 2016 report entitled Disruptions and productivity growth in the next decade of the digital revolution.

The digital revolution represents the move towards data-driven business. The computerisation of business is continually generating vast quantities of data. That information is fuelling the use of automated decision-making systems withinfinance.

I am very optimistic about where we are going, says John Lowrey, global head of electronic markets in equities at Citi, the banking giant. Training artificial intelligence systems requires large datasets. Those who have the most data are the most able to adapt to the new environment and of course the banks and investment banks have reams of data. By 2020 we will really see radical change in the environment.

That change is very apparent in capital markets. While many people still think of traders as brightly jacketed men shouting in a trading pit, and a few think of men and women staring at screens while shouting into telephones, very few people picture a computer server clicking away, making millions of decisions.

This move towards automated trading, which began in the late-1990s and early-2000s, across the banking and asset management environment was driven by two factors. Firstly, traders cost a lot of money and are fallible, and so reducing their number reduced costs. Secondly, many of their simpler tasks were time consuming and ate into their ability to tackle complicated problems.

However, the first stages of automation were rule-based decision-making systems, algorithms that took an input and triggered an automated response. Any change in market circumstances required a platform to have its parameters altered.

Now smarter systems are being developed, capable of learning, which can be trained across datasets and then adapt to changes in circumstance. These can be applied to a considerable range of processes by innovative financial servicesfirms.

Joseph Pinto, global chief operating officer at AXA Investment Managers, says: We are looking at automation on three levels. Firstly, how can we use big data and eventually artificial intelligence to provide new signals for our portfolio managers? Secondly, we are using machine-learning processes or automation to process a lot of data on customers, for example movement of inflows, outflows and trying to anticipate customer behaviour. The third layer is more traditional, sitting down with our providers and ensuring they can automate their process to lowerfees.

These automated trading systems are not only getting smarter, but as wider datasets become available, machine-learning systems can be used to understand a wide variety of inputs. The inclusion of internet-enabled sensors within devices ranging from cars to shipping containers to toasters is creating the internet of things, a vision of the physical world represented indata.

At the same time, the increased surveillance of every aspect of life, and the capacity of machines to search images and text as well as tables of figures, just as search engines do across the internet, creates the potential for running searches just as powerful across financially sensitive information.

Bartt Charles Kellerman, chief executive of hedge fund consulting firm Global Capital Acquisition, says: In the past there was a guy with a counting device standing outside a concrete manufacturer, or outside a housing project, counting the number of trucks going in and out. Thats grown by leaps and bounds, so everything that moves is going to be monitored and fed into some centralised cloud, which is then going to be examined and cross-examined as a reflection of whether or not that data is going to impact a potential marketmove.

These technologies are already much in evidence outside of the financial services environment. From search engines to shopping assistants they are becoming increasingly prevalent. However, applying these to the management of money requires a considerable level of trust. Even smart automation requires oversight and risk management. Nor can there be a lack of transparency as regulators and investors both require insight into the decision-making process.

These are complex ideas when you use automation just for the investment process, or deep-learning or machine-learning, says Mr Pinto. And you need a simple way to explain it to your customers; you cannot sell it as a black box for sure. Thats the big challenge. So we are investing time and effort in creating transparency for users and clients, including creating tools like data visualisation. We find it really makes a big difference. The past is littered with opaque technologies that, when difficult to diagnose, were quickly abandoned byclients.

Nex Group, formerly ICAP, has been looking at automation to further the post-trade and back-office services it provides to clients via NEX Optimisation division.

A lot of automation we are providing is to make things more efficient for our clients, says Chuck Ocheret, chief innovation officer at NEX Optimisation. Thats been our mainpurpose.

Ironically, the most interesting automation can sometimes involve the more day-to-day tasks. The development of computer code, particularly the testing process, can be automated. When the firm takes on data from its customers, NEX Optimisation can automate the mapping out of defined fields, to assess where they belong in its own dataset. Although lots of data formats are standardised, firms still manage to create unique interpretations of these standards.

Mr Ocheret says: If you can automate those processes, learn from training sets how data is sent in and some of the weird variations that occur, then you can automate a lot of that stuff with relatively straightforward machine-learning.

Where clients are sending data for a single specific service, automation can allow that data to be reused for multiple purposes. A client may provide all their trade data to generate reports to the relevant regulators. Through the use of smart automation this could be used to run an evaluation or a reconciliation. The broader the datasets, the more insight you can offer to the clients, Mr Ocheretsays.

This is reducing the need to throw people at a task, but is also creating situations in which people would not be able to perform due to the sheer volume ofdata.

David Thompson, chief operating officer at NEX Optimisation, says: A fear around this kind of automation is that its going to get rid of jobs or positions, but actually there is a huge amount of additional opportunity, which is going to be provided by ensuring resources are focused where they add the mostvalue.

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