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Daily Archives: August 14, 2017
AI is not optional for retail – VentureBeat
Posted: August 14, 2017 at 12:16 pm
Most people dont realize that theyre likely exposed to AI each and every time they shop online whether its on eBay, Nordstrom.com, Warby Parker, or any other retailer. When you are searching for an item and a merchandising strip appears saying something like similar items thats AI in its simplest terms. Its what gives retailers the ability to automatically make informed recommendations.
AI has been around for many years, but recent advancements have moved AI out of the realm of science fiction and made it a business imperative. The game changers: powerful new GPUs, dedicated hardware, new algorithms, and platforms for deep learning. These enable massive data inputs to be calculated quickly and made actionable, as technology powers new algorithms that dramatically increase the speed and depth of learning. In mere seconds, deep learning can reach across billions of data points with thousands of signals and dozens of layers.
We all aspire to a grand vision of AIs role in commerce, and recent developments are creating a fertile environment for new forms of personalization to occur between brands and consumers. Make no mistake about it, the implications of AI will be profound. This is the new frontier of commerce.
As an industry, we are just beginning to scratch the surface of AI. In the next few years, we will see AI-powered shopping assistants embedded across a wide variety of devices and platforms. Shopping occasions will take advantage of camera, voice interfaces, and text.
We are already witnessing the early success of voice-activated assistants like Google Home, Siri, and Cortana. It wont be long before we see virtual and augmented reality platforms commercialized, as well. We see a future rich with voice-activated and social media assistants on platforms such as Messenger, WeChat, WhatsApp, and Instagram. Personal assistants will be everywhere and are already being woven into the fabric of everyday life. This means commerce will become present wherever and whenever the user is engaged on the social, messaging, camera, or voice-activated platforms of their choice.
AI by itself is simply a catalyst for achieving greater levels of personalization with shoppers. Customer data and human intelligence are the critical ingredients needed to run a personal AI engine. As we continue to launch more sophisticated applications, technologists should continue to focus on how to make greater use of our treasure trove of customer data. Looking ahead, the industry will evolve to combine customer data and human expertise into a deep knowledge graph. This will establish a knowledge base to create highly personal and contextual experiences for consumers. For the commerce industry, thiswill allowus to get a clearer understanding of shoppers intent and to service them in a more personalized way.
Keyword search for shopping is not enough anymore. The ability to use text, voice, and photos is becoming the new norm because these avenues provide users with a much richer and more efficient way to express their initial shopping intent. We call this multimodal shopping. And these new types of consumer interactions yield a tremendous amount of user data that can be poured right back into AI algorithms to improve contextual understanding, predictive modeling, and deep learning.
Across the three spectrums of multimodal AI, were starting to get much better at understanding our customers and the way they like to interact with us. A few good examples of this have to do with how our personal shopping assistant, eBay ShopBot on Facebook Messenger, remembers you. It can keep track of your shirt size or the brands you like, so it wont keep suggesting Nike when you prefer Adidas. The assistant also uses computer vision it can find similar products it knows you like based on a similar image or an exact photo match.
Innovating on a canvas of AI provides many new opportunities to create highly contextual and personalized shopping experiences. From our perspective, every company should be investing heavily in AI, and it shouldnt just be about using cognitive services. Companies should actually be developing their own models that keep them on the cutting edge of technology. While there is still a lot of work to be done in this area, one thing is clear. The companies that chart the right course in this exciting endeavor will prosper. The ones that dont face extinction.
JapjitTulsi is the VP of Engineering ateBay.
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Why AI is now at the heart of our innovation economy | TechCrunch – TechCrunch
Posted: at 12:16 pm
Andrew Keen is the author of three books: Cult of the Amateur, Digital Vertigo and The Internet Is Not The Answer. He produces Futurecast, and is the host of Keen On.
There are few more credible authorities on artificial intelligence (AI) thanHilary Mason the New York-based founder and chief executive of the data science and machine learning consultancyFast Forward Labs.
So, I asked Mason, who is also theData Scientist in Residenceat Accel Partners and theformer Chief Scientist at Bitly, whether todays AI revolution is for real? Or is it, I wondered, just another catch-all phrase used by entrepreneurs and investors to describe the latest Silicon Valley mania?
Mason who sees AI as theumbrella term to describemachine learning andbig data acknowledges that it has become avery trendy area of start-up activity. That said, she says, there has been such rapid technological progress in machine learning over the last five years to make the fieldlegitimately exciting. This progress has been so profound, Mason insists, that it is making AIclose to the heart of our new innovation economy.
But in contrast withthe fearsof prominent technologists like Elon Musk, Mason doesnt worry about the threat to the human species of super intelligent machines. We humans, she says, use machines as tools and the advent of AI doesnt change this.Machines arent rational, she thus argues, implying that there are many more important things for us to worry about than an imminent singularity.
What does concern Mason, however, are questions about the role of women in tech. Thats a question interviewers like myself should be asking men rather than women, she insists. It just createsextra burden for female technologists and thus isnt something that she wants to publicly discuss.
Many thanks to the folks at theGreater Providence Chamber of Commercefor their help in producing this interview.
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Why AI is the ultimate sales hack – TNW
Posted: at 12:16 pm
Artificial intelligence (AI) technology has exploded in recent years. Common AI personal assistants such as Siri, Alexa, and Google Assistant are helping people figure out their daily schedules, controlling the lights and thermostats in homes, and helping commuters find the best route to work. And while these recent advancements are amazing, theyre really only a sneak preview of how AI can and will impact society as a whole.
Sales efficiency is an area ripe for AI assistance AI is at the point where it can be just as useful, if not more useful, in the office than at home on ones handheld device. Business AI has evolved from being a sophisticated calculator or database analyzer to an entity that can tell businesses solve their biggest challenges and enhance their market offerings. Although more organizations spanning industries are tuning into the potential of AI, many are still not capitalizing on its potential to transform their sales practices.
For many organizations, consistent lead generation is elusive. Despite the increase in tools, technology, and access to customers, companies still struggle to speak to the right target customers with the right message at the right time. Often, lead generation feels like throwing darts at a board and hoping one will hit the target.
The best lead gen tools will always be people; having the opportunity to spend one on one time with targets, listening to their goals and frustrations is a dream for every sales person. But its not realistic. Luckily, organizations like LeadCrunch are enhancing AI-fueled lead-gen platforms that enable organizations to understand customers on an individual basis so that they can eventually connect with them, person-person throughout the sales cycle. Providing a holistic B2B demand generation solution, it uses an effective combination of AI technology and human verification to engage the best targets for your customer base.
Because AI has such a wide reach, companies can use it to gain and vet more leads, which will ultimately result in more possibilities for contact and upselling while minimizing the need for a large sales team. The Harvard Business Review recently found that when Epson implemented an AI sales assistant, their lead response rate increased by 240%. Furthermore, as the technology continues to improve, companies can scale back or reprioritize its human sales component without the risk of losing potential clients.
In addition to initial contact and lead generation, AI is useful for assisting sales associates with administrative and routine tasks. Rather than having your human sales team be bogged down with paperwork, initial contacts, sorting, scheduling, and other administrative duties, AI is able to complete these quickly and with a high level of accuracy. Administrative tasks dont necessarily need a human component and, as such, are well within the capabilities of modern AI.
Without administrative tasks, a salesperson now has more time to pursue leads sent to them by AI so they can begin to establish a human relationship which is often needed to eventually get the sale. In a recent study, the average American employee spends 40% of their working hours on administrative tasks. With more time to focus on building relationships with clients, sales associates can work with even more clients at once, making the entire process much more efficient.
Moreover, AI can coach your sales force as well. Rather than having your sales team focus on administrative duties and analytics, companies can let AI figure out how and why a particular sales person is struggling. By identifying potential weaknesses, sales associates can rely on AI to prepare them and coach them for future interactions.
The beauty of an AI_driven platform, like LeadCrunchs is that it has the power to adapt and apply new customer insights to future initiatives. Customer behaviors and marketing engagements change on a day-to-day basis, and until now, the audience data that companies rely on has failed to keep up. The implementation of Artificial Intelligence enables LeadCrunch to provide its clients consistnetly evolving data that allows them to grow with their target customers, rather than play catch-up.
AI is great for generating leads and for performing routine jobs to help the sales team focus on sales, but its also useful for managing an already-existing customer base as well. For companies with large user bases that offer renewable subscription services or upgrades, AI can help manage a system to both pitch and sell those subscriptions, renewals, or upgrades. After all, the probability of selling more to an existing client is 60% 70%
This is especially useful for Internet companies that want to keep only a few individuals on hand but still be able to manage a large number of clients. For example, rather than having a team of sales representatives standing by to field questions, AI can field and respond to most of these questions instantly. Furthermore, for customer service issues, having an AI platform act as a gatekeeper will facilitate quick responses to frequently asked questions while letting human customer service agents deal with more complicated issues. With AI, a company can meet the needs of an ever-expanding clientele base without spending large amounts of money.
From generating leads, to assisting with administrative tasks, to maintaining and upselling current customers, LeadCrunchs AI lead generation platform is the ultimate sales hack. Its a unique tool that will give a company a much broader reach without any of the traditional overhead, a once unimaginable concept.
What are some other ways AI can help your company with sales?
This post is part of our contributor series. The views expressed are the author's own and not necessarily shared by TNW.
Read next: Google's latest acquisition could reduce your trips to the clinic
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Beyond Limits is Spreading NASA’s AI to the World – HuffPost
Posted: at 12:16 pm
AI, machine learning, and the internet of things are rapidly permeating every aspect of our lives. Dubbed the fourth industrial revolution, it seems everywhere we turn companies are touting the AI capabilities of their products. Everything from self-driving cars to what shows up on Facebook newsfeeds are driven, in part, by artificial intelligence.
As AI rapidly exerts itself in every industry under the sun, it has also had to contend with the growing pains of an over eager market and a deeply complex technology. The popularity of AI is such that the term is in danger of becoming mere marketing parlance, with companies commandeering it to lend excitement and credence to their products. Everyone wants a piece of the AI pie a pie estimated to be worth $100 billion by 2025.
Truly intelligent, adaptive, and cutting-edge AI technology is rare, but if any program has nurtured such technology, it would be NASAs Deep Space program. For decades, the program has operated out of Caltechs Jet Propulsion Laboratory (JPL), where scientists have developed proven technology for unmanned robotics and space exploration missions.
In the most desolate of environments, these truly intelligent and autonomous AI systems have learned to analyze situations, think critically, and solve difficult problems with human-like reasoning. Now Caltech and NASA are ready to commercialize this technology. Southern California company, Beyond Limits, which was granted an exclusive license by Caltech to improve and commercialize this technology, recently closed a Series B of $20 million from BP Ventures, and is rapidly establishing itself as the leader in industrial-grade Artificial General Intelligence (AGI) software.
According to Beyond Limits CEO AJ Abdallat, Artificial General Intelligence represents a massive shift from qualitative machine learning to a bio-inspired human-like cognition to understand, learn, reason and solve problems. Not just the rapid crunching of huge amounts of data that is the hallmark of many would-be AI solutions, but truly cognitive computing.
According to Abdallat, AGI is fast, lightweight, and flexible, without the huge amounts of server, power, and human resources requirement of current AI offerings. The smaller infrastructure and cost makes Beyond Limits AI solution more scalable than something like Watson or DeepMind.
In addition, Beyond Limits claims its AI can make 1.5 billion calculations per second, 50 times faster than the current market leader. It isnt coupled to any core platform components, and its software requires a much smaller footprint and is deployable in the cloud, on a chip, or embedded in a device.
Our technology has tested its mettle in space, which is exponentially more proven deployment than most AI technologies can claim, says Abdallat. And it was in space that the core benefits of todays Beyond Limits AI was honed.
Space is at a premium for these unmanned missions, so this technology was made to be exceptionally light and efficient, Abdallat explained. In addition, on missions where the tiniest error can mean the scrapping of millions of dollars in R&D and years of work, failure of unmanned components is not an option. We cant easily call back a rover that has already been deployed, so the AI had to be developed in such a way that it could solve even unexpected and unforeseen scenarios. For almost two decades, all NASA missions have utilized the technology Beyond Limits is now introducing to a wider audience.
The industrial applications are numerous. As evidenced by BPs investment, oil and gas exploration can see huge improvements aided by Beyond Limits software, helping locate and develop reservoirs, make unmanned repairs possible for dangerous maintenance, even manage operations at refineries.
Abdallat sees application in everything from transportation to healthcare to finance and beyond. We are confident that the technology that allows Rovers to land, explore, and bring back information on faraway planets can help humans thrive here on earth. For decades, weve been promised an AI revolution, and Beyond Limits is finally fulfilling that promise.
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Beyond Limits is Spreading NASA's AI to the World - HuffPost
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Musk: Artificial intelligence safety carries ‘more risk’ than North Korea – USA TODAY
Posted: at 12:16 pm
Elon Musk has called artificial intelligence "a fundamental risk to the existence of human civilization." Video provided by Newsy Newslook
According to Tesla and SpaceX CEO Elon Musk, concerns over artificial intelligence safety carry "more risk" than the potential for a nuclear war with North Korea.
Musk made the remark on Twitter on August 11, with a poster reading "In the end the machines will win."
"If you're not concerned about AI safety, you should be," Musk wrote. "Vastly more risk than North Korea."
NORTH KOREA: Marine Corps Gen. Joseph Dunford warns that U.S. military is 'ready'
Musk's comments followed a demonstration by OpenAI, a non-profit artificial intelligence research company sponsored by the entrepreneur, of its latest bot.
The bot was built to play the online game Dota 2, and defeatedprofessional players who competed during last week's International tournament.
Musk has been outspoken about the potential dangers of AI and the need for government regulation. During the National Governors Association meeting in July, Musk urged lawmakers to consider rules for how AI is created.
"AI is a rare case where I think we need to be proactive in regulation than reactive," said Musk.
Musk, CEO of Tesla Motors, began dating Heard shortly after her marriage to Johnny Depp dissolved in controversy over domestic abuse.(Photo: Ringo H.W. Chiu, Ringo H.W. Chiu, AP)
His cautious stance on AI grabbed the attentionof Facebook CEO Mark Zuckerberg, who said he's optimistic about the technology and claims a lot of the negative feedback is "really irresponsible." Musk dismissed the comments, claiming Zuckerberg's knowledge of AI is "limited."
Musk wants the government to treat AI and its use as it would any other major industry. "Nobody likes being regulated, but everything (cars, planes, food, drugs, etc) that's a danger to the public is regulated," said Musk on Twitter. "AI should be too."
Follow Brett Molina on Twitter: @brettmolina23.
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Musk: Artificial intelligence safety carries 'more risk' than North Korea - USA TODAY
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Four jobs artificial intelligence (AI) won’t destroy – Telegraph.co.uk
Posted: at 12:16 pm
Given the trajectory that artificial intelligence is on, machines will soon do everything that people do today. In a world of increasingly powerful technology, which in aggregate will make the world a better, richer place but at the micro, personal level will make a lot of skills less relevant and less valuable, it is smart to try to figure out how to beat the bot. These are four areas and skills that are AI-proof well, at least for a little while
According to the job website CareerCast, data science is the toughest job to fill in 2017. That is because all sort of businesses banks, airlines and manufacturers, not just technology companies know they need to run their operations based on data (rather than guesswork) and are scrambling to hire the talent.
You do not have to be a maths savant to be a data scientist. The biggest trend this year is the growth of the citizen data scientist. Get started by working with software from Tableau or Qlik.
Aaron Levie, chief executive of cloud storage vendor Box, recently said: If you want a job for the next few years, work in technology. If you want a job for life, work in cybersecurity.
The battle between black hats and white hats gets more and more intense each year as the modern-day equivalents of Willie Sutton, a notorious US career bank robber in the 20th century, go where the money is ie, hacking code.
Keeping 16-year-old Ukrainians and state-sponsored operatives at bay is a task without end. You might not be able to talk about your work but your bank balance will know.
Apples design sensibility beautiful objects, beautiful online and retail experiences has changed the face of modern business. Now every company and organisation knows it needs to upgrade its customer-facing game to stay in tune with changing demographics and changing times.
Design, once an afterthought when engineers and accountants had done the real work, is front and centre in every critical decision businesses are making. Consequently, design companies are being acquired right, left, and centre by big consulting and technology firms.
If you do not have a STEM (science, technology, engineering, maths) background, but are more artsy, design (of products and services and user interfaces) is one of the surest ways for a non-technologist to thrive in an increasingly technocentric world.
In recent research conducted by the Cognizant Centre for the Future of Work, almost all of the 2,500 leading executives who were interviewed agreed that humans need to be more strategic in the face of growing automation. What does that mean?
Rote tasks, which still represent a substantial proportion of most peoples day-to-day work, are morphing into the machine, freeing up time and energy to ask better questions, craft better directions and generate more impactful innovation.
This is happening at the executive level within your organisation and in the small department where perhaps you work.
The need to elevate the role of human relative to machine is the great challenge and opportunity in front of us all. So there will be plenty of work for strategists to help chief executives and boards understand what their company should do when machines do everything.
And there will be plenty of work for people who can think strategically about the work they do and how to do it as software and robots become more and more intelligent, and more and more useful.
A final thought is that only a third of the survey respondents thought that the rise of artificial intelligence would lead to large-scale reductions in the number of people needed to do work, which is the widespread meme in the zeitgeist about artificial intelligence (AI) and robots.
The vast majority believe, as does Cognizant, that unquenchable human ingenuity will continue to find plenty of work for human hands and brains to do to satisfy existing and emerging wants and needs. When machines do everything there will still be plenty for humans to do. You should get on with it.
To better understand how your company can benefit from artificial intelligence, visit whenmachinesdoeverything.com
Ben Pring is a co-author of What To Do When Machines Do Everything (Wiley 2017) and leads Cognizants Centre for the Future of Work.
This article was originally produced and published by Business Reporter. View the original article atbusiness-reporter.co.uk
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Four jobs artificial intelligence (AI) won't destroy - Telegraph.co.uk
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Is Artificial Intelligence No Longer Cutting Edge? – Bloomberg Big Law Business
Posted: at 12:16 pm
Sponsored by:
ILTACON Series Will Explore Myths, Realities of AI and Automation in the Law
The legal technology industry is gearing up for one of its premier events of the year, the International Legal Technology Association Conference (ILTACON). The massive event, which kicks off on Aug. 14 at the Mandalay Bay Resort and Casino in Las Vegas, will boast four major keynotes, almost 200 peer-based educational sessions with over 350 speakers, and an exhibit hall featuring more than 200 service and software vendors to the legal market.
A theme pervasive to many of the sessions and, as a result, much of the conversation in the hallways and planned networking events, is artificial intelligence. AI, which in the legal world takes the shape of machine learning and natural language processing, for example, will be extensively deliberated during a three-part series, Artificial Intelligence in Law. Experts will not only discuss how AI being used to leverage data, automate legal work, reduce costs and enhance efficiencies, but also share what it takes to implement AI initiatives in legal departments and law firms.
It begins with an understanding of what the role of AI is in the delivery of legal services, and what it isnt. In the legal industry, the mention of AI is too often met with either fear, disbelief, or irrational exuberance. But none of those reactions is warranted, said Martin Tully, co-chair of the data law practice at Akerman and a panelist at the AI kickoff session on Monday, Aug. 14, entitled The Myths, Realities and Future of Artificial Intelligence and Automation in the Law (Part 1 of 3).
As Tully explains, the legal industry should think of AI as meaning as augmented intelligence, something that allows lawyers and their clients to far better understand information and data, and to make smarter, more efficient decisions but not replacing humans with an army of legal robots, he said.
There are at least four common AI uses for which firms or law department can easily license commercial, off-the-shelf AI software and deploy it in a manner similar to other practice technologies, according to Ron Friedman, partner at consulting firm Fireman & Company. Friedman, who will be a panelist during the Artificial Intelligence in Law: AI in Action (Part 2 of 3) session on Tuesday, Aug. 15 at 11 a.m. The four use cases are:
All four uses address clearly defined problems lawyers face. All four have multiple providers that offer off-the-shelf software. These products are straightforward to deploy from both the IT or user training/adoption perspective, Friedman said. Many lawyers have used predictive coding for years. One software company that provides software to accelerate due diligence reviews recently publicly stated this week that it has over 200 law firm licensees that run 1,000 projects per month. The AI-driven legal research products have seen rapid uptake. Deploying AI is no longer cutting edge.
In some circles, AI may no longer be vanguard, but its still a notion that many law firms are only beginning to accept or embrace. With pressure coming from corporate legal departments to not only improve efficiencies and save money, but to also be more technologically advanced, credible AI technologies can be an attractive option for firms when they see it as a way to create more business value, and make their jobs easier.
The first thing they have to do is be receptive. Pick up the phone or reach out. The power behind AI is extremely complex. Sometimes engineers dont even understand all the parts. Whats important is that the interface be very simple. And it has to be easier than anything you were doing in the past, said Jake Heller, CEO of AI-based legal research firm Casetext. Law firms are trying to solve real problems for the firm and for their clients. Clients are asking them to increase the quality of services and efficiency. That can seem paradoxical, but that pressure is driving the receptiveness to AI solutions.
Certainly law firms, as well as legal departments, vary in degree by which they are adopting AI-based technologies, but the majority of law firms, and in most other business verticals, dont have mature AI strategies, according to Alex Lazo, CIO of Mullen Coughlin.
AI is such a new technology and just now starting to trend, he said. You will see some early adopters with any new tech that start to pave the way.
ILTACONs third session in its AI series, Artificial Intelligence in Law: From Theory to Practice (Part 3 of 3), will take place on Aug. 16 at 11 am.
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Is Artificial Intelligence No Longer Cutting Edge? - Bloomberg Big Law Business
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Buy these seven shares to profit from driverless cars and artificial intelligence – Telegraph.co.uk
Posted: at 12:16 pm
Autonomous vehicles
Fully autonomous cars are estimated to be just five years away, depending on both technology and the development of a regulatory system. This will dramatically increase the market for the components required.
For now, much of the growth comes from advanced driver assistance systems, such as automatic braking or adaptive cruise control.
Market value: 19.5bn
Last years pre-tax profit: 763m
This semiconductor firm was tipped by all of the technology fund managers we spoke to. It makes components used in systems such as emergency braking and battery management.
Hyunho Sohn, manager of the 2bn Fidelity Global Technology fund, said: Infineon exemplifies a company poised to gain from the move to electric and autonomous cars. It has a market-leading position and, as the technology going into each vehicle increases, it should experience increases in revenue and margin.
Market value: 18.7bn
Last year's pre-tax profit: 1.9bn
Delphi integrates different technologies into packages that meet the rigorous standards of the automotive industry, Mr Sohn explained
He said: "The firm has strong relationships with the major car manufacturers, and is well positioned to profit from both the rapid proliferation in low-level systems, and the eventual roll-out of fully autonomous driving."
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Finding Harmony Between Human and Artificial Intelligence … – Customer Think
Posted: at 12:16 pm
[Image Source: Interactions.com]
Currently, artificial intelligence (AI) technologies are having an increasing impact on many aspects of daily life. I recently spoke with Interactions Dr. Michael Johnston, a veteran of speech and language technology with over 25 years of experience in the industry, to discuss the benefits of combining artificial intelligence with human understanding.
Artificial intelligence refers to the capability of a machine to mimic or approximate the capabilities of humans. Examples include:
Increasingly, systems combining constellations of AI technologies that previously were only found in research prototypes are coming into daily use by consumers in applications such as mobile and in-home virtual assistants (e.g. Siri, Cortana, and Alexa).
Despite these successes, significant challenges remain in the application of AI especially in language applications as we scale from simpler information seeking and control tasks (play David Bowie, turn on the lights) to more complex tasks involving richer language and dialog (e.g. troubleshooting for technical support, booking multi-part travel reservations, giving financial advice). Among enterprise applications of AI, one approach that is gaining popularity is to forego the attempt to create a fully autonomous AI-driven solution in favor of leveraging an effective blend of human and machine intelligence.
HUMAN INTELLIGENCE HAS ALWAYS PLAYED A CRITICAL ROLE IN MACHINE LEARNING Specifically, in supervised learning, human intelligence is generally applied to assign labels, or richer annotations, to examples used for training AI models which are then deployed in fully automated systems. Effective solutions are now emerging that involve the symbiosis of human and artificial intelligence in real time. These approaches vary in whether a human agent or artificial agent is the driver of the interaction.
In the case of an artificial agent fielding calls, text messages or other inputs from a user, human intelligence can be engaged in real time to provide live supervision of the behavior of the automated solution at various different levels (Human-assisted AI). For example, human agents can listen to audio and assist with hard to recognize speech inputs, assigning a transcription and/or semantic interpretation to the input. They can also assist with higher level decisions, such as which path to take in an interactive dialog flow, or how best to generate an effective response to the user. In these cases, the goal is to contain the interaction in what appears to the customer to be an automated solution, but one that leverages human intelligence just enough to maintain robustness and a high quality of interaction.
In contrast, in AI-assisted Human Interaction, the driver of the interaction is a human agent, and the users perception is that they are interacting with a person. The role of the AI is to provide assistance to the human agent in order to optimize and enhance their performance. For example, an AI solution assisting a contact center agent might suggest a possible response to return in text or read out to a customer.
Several companies have recently explored the application of sequence-to-sequence models using Deep Neural Networks to formulate a response or multiple responses that an agent can adopt or edit. One of the great advantages of this setting for applying new machine learning algorithms is reduced risk of failure as the human agent maintains the final say on whether to adopt the suggested response or use another. In addition, human decisions to adopt, reject, or edit suggested responses provide critical feedback for improvement of the AI models making the suggestions.
Another example of an AI-assisted Human Interaction is the application of predictive models based on user profiles and interaction history, to support a financial advisor with suggestions they can make to a client, or assist a sales person in recommending the optimal strategy to take for up-selling a product. Yet further applications of AI empowering human agents include within-call analytics to track customer or agent emotion and provide live feedback to the human agent on their own emotional state or that of the customer.
Perhaps the best solutions for customer care will combine both humans assisting AI and AI assisting humans: Customers will first engage with automated virtual assistants that respond to their calls, texts, messages and other inputs, and human assistance will play a role in optimizing performance. Then, if the call requires transfer to a human agent, that agent will be supported by an AI-enabled solution which quickly brings them up to speed on the history of the interaction and can assist them in real time as they respond to and engage with the customer.
TaraWildt
Interactions
Tara is a content marketing professional with experience in digital and social marketing. As Content Marketing Manager at Interactions, she is responsible for the overall content development and social media strategy. Tara holds a BA in International Relations from the University of San Diego and an MBA from Northeastern University.
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Finding Harmony Between Human and Artificial Intelligence ... - Customer Think
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Why This Is The Summer Of Artificial Intelligence | HuffPost UK – HuffPost UK
Posted: at 12:16 pm
I'm calling it - we're in the Summer of Artificial Intelligence. Ok, it might not sound as glamorous as the Summer of Love or Bryan Adams' Summer of '69, but it's just as seminal - if not more so.
Over the past couple of years we've seen a trend where technologies previously reserved for the elite or big tech giants have been opened up to mass consumption. We saw this last summer, when the launch of Pokmon Go and the game's meteoric rise - amassing 10 million downloads in its first week - brought Augmented Reality (AR) into the mainstream. A year on, consumers across the world use AR without batting an eyelid every time we add a Snapchat filter.
This year, we're seeing Artificial Intelligence go through the same kind of shift. Amazon Alexa's domination shows no sign of stopping, and June saw the successful launch of Amazon Echo Show, adding video to the highly competent voice technology. Now, for the first time, Alexa has been built natively into a smartphone - the HTC U11. Even the most traditional of British institutions are using AI to enrich the consumer experience, with Wimbledon using IBM Watson to create a voice assistant called Fred (after Fred Perry, obviously) to direct fans to the nearest strawberries. Gone are the days when AI sounded like science fiction - we all interact with it countless times every day; knowingly or not.
The democratisation of these kinds of technologies is a wonderful thing. As well as allowing people to run around cities catching Pidgeys and Rattatas to their hearts' content, AR is enabling surgeons with limited resources to get interactive training from other doctors overseas. And the applications of AI stretch miles beyond Alexa telling you the weather forecast - with mobile health apps now giving millions of people in developing countries access to instant diagnosis.
Consumer trust in Artificial Intelligence is growing, and adoption around the world is rocketing - but we must make sure that as trust in this kind of technology grows, accountability comes with it.
Earlier this month, Elon Musk told a roomful of US governors that AI poses an 'existential threat' to civilisation, and went on to merrily suggest ways that AI could wipe out humanity. With all due respect to the Tesla founder, this is a little catastrophic. We have far more to gain from AI than fear.
What is worth discussing, though, is the responsibility of the tech community to ensure that they are creating this technology in an ethical way - with safety, equality and accessibility at front of mind. To this end, Sage has created a set of five guidelines for businesses to follow as we embark on the Fourth Industrial Revolution - it's called The Ethics of Code.
For AI to truly work, this is what we think it should do.
1. It should reflect the diversity of the users it serves.
We all know that we have unconscious biases relating to gender, race, sexuality and more - let's not build them into our software. The first voice recognition software couldn't understand female voices - because it was tested on an all-male team.
2. It should be held to account - and so should its users.
The trust we place in technology needs to be taken seriously - AI must never be allowed to be too clever to be accountable. We don't accept unpleasant or unethical behaviour from people in the workplace - why should we accept it from our technology?
3. It should be rewarded for 'good behaviour'.
Most organisations now have a variant of 'doing the right thing' as one of their values - we need to hold our technology to the same standards. When designing AI, it should be rewarded for performing a task successfully, but also for how it aligned with good values to get there.
4. It should level the playing field.
AI should have minimal barriers to access, and should work to democratise services that were previously off limits to groups of people. Voice recognition software makes multiple solutions accessible to people with sight impairments, as well as those with dyslexia and limited mobility.
5. It will replace jobs, but it must also create them.
Ok, the robots aren't going to steal all our jobs - but they are going to take on some roles that automation is better suited to. But for any jobs that AI is going to replace, its existence will also evolve existing jobs and create new ones. I have a friend who's a conversation designer, writing the personality of a chatbot - jobs like that weren't even thought of five years ago.
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Although I'm calling this the 'summer of artificial intelligence', this technology is far more than a passing trend. Unlike fidget spinners and ripped jeans, AI will stick around - continuing to evolve and permeate all aspects of our daily lives. And this isn't something to fear. It will bring huge opportunity, and open up a host of services previously reserved for the most privileged - if we create it in the right way.
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Why This Is The Summer Of Artificial Intelligence | HuffPost UK - HuffPost UK
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