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Order Matters: Alibaba's Transformer-based Recommender System

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Alibaba, the largest e-commerce platform in China, is a powerhouse not only when it comes to e-commerce, but also when it comes to recommender systems research. Their latest paper, Behaviour Sequence Transformer for E-commerce Recommendation in Alibaba, is yet another publication that pushes the state of the art in recommender systems. In this work, they make use of the popular Transformer model to capture sequential signals in user behaviour in online shopping, in order to perform next click prediction. Recommender systems often make use of a 2-stage paradigm of retrieval and ranking, and Alibaba's approach is no different. The retrieval step used at Alibaba consists of selecting, with high recall, a subset of a million relevant candidate items from the entire item set (which is of course much larger than a million possible items), and the ranking step consists of ranking these candidates with high precision.


Humans need to take charge of their robots

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"It is a matter of choice how much we get to invest in replacing workers and how much in complementing workers," said Daron Acemoglu, an influential scholar on automation at MIT. The big picture: In a way, we are in a heyday for employment. In the U.S., the jobless rate has been near a half-century low at or below 4% for more than a year. Almost anyone who wants a job -- including the stubbornly unemployed, felony convicts and workers with a drug record -- can get one. Wages, too, have been climbing beyond the rate of inflation: Since 2015, workers have carved out real pay increases every month on average, a change from the prior decade, when they routinely lost money to inflation, according to government data.


Will Robo-Reporters Have the 'Write Stuff' for Covering Sports Stories?

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Artificial intelligence startup Data Skrive doesn't want to take jobs away from sports reporters--just free them from the statistical grind. What if I told you that most of the sports stories you'll read in the future will be written by robots? Well, actually, you probably already have perused a few AI-generated articles on athletics and didn't even realize it. The Hawaii baseball team pounded out 15 hits en route to a 13-6 rout of UC Davis today at Les Murakami Stadium. By winning two of this three-game set, the Rainbow Warriors won a series for the second time this season.


A I: The AI Times – The office workers teaching AI BetaKit

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The AI Times is a weekly newsletter covering the biggest AI, machine learning, big data, and automation news from around the globe. If you want to read A I before anyone else, make sure to subscribe using the form at the bottom of this page. The R&D Labs initiative will be part of the Fintech Station, an accelerator launched by Finance Montreal, and will also be part of the venture community hub, Espace CDPQ. For Sean, success revolves around ingraining these three facets into a company's culture. A team that can operate with focus, speed, and intensity is unstoppable – and it's one of the unique advantages startups have overall in the market.


Augmenting Digital Marketing Intelligence With conDati

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Data analytics in marketing have long been among the more sophisticated approaches found within companies. All sorts of predictive and prescriptive analytics are used to segment customers, identify which of them are most likely to buy, and which prices, promotions, and incentives will push them into converting. It's just as obvious that many firms have moved quickly toward digital marketing as their main growth driver for client acquisition and retention. Customers are spending vast amounts of time and attention across digital channels, and marketers are moving wherever they go with increasing spend online. A single company--even a relatively small one--may employ search engine optimization, online advertising, social media marketing, video advertising, landing pages, emails, and even more types if you include offline channels.


YL Blog #6: India Must Take the Lead in the AI Norms Race

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There appears to be a growing consensus in global policy circles that military use of artificial intelligence (AI) technologies is "inevitable." This perceived inevitability is largely a product of the P-5 – China, the United States, United Kingdom, France and Russia – actively pursuing military applications of AI while simultaneously opposing a ban on their development and production. The rationale for the pursuit of such technologies is simple: the advantages in terms of speed, lethality, and effectiveness provided by AI systems will make them an essential element of military dominance in the coming decades. AI is therefore a crucial part of China's strategy to displace the United States as the dominant power in the Indo-Pacific region. As Beijing sets its sights on dominance of the seas, it is also working to enhance its deep sea capabilities through "intelligentized" (智能) military systems, which in turn will have broader implications for the Indo-Pacific strategic nuclear balance.


AI - Changing Dynamics Of Banking Sector 2Base Technologies

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Nowadays, it hardly seems a day or week goes by without taking the name of a company which joins the rank of organizations using their own virtual assistants. From news agencies to normal stores, each is getting driven by some kind of artificial intelligence. So, it is not surprising to see the baking sector whose traditional call centers are getting replaced by AI assistants. Despite the obviousness of the trend, the introduction of robotics in banking industry will have a great financial effect in other fields of apps. This is what expert analyst of the banking sector feel.


AI system optimally allocates workloads across thousands of servers to cut costs, save energy

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A novel system developed by MIT researchers automatically "learns" how to schedule data-processing operations across thousands of servers--a task traditionally reserved for imprecise, human-designed algorithms. Doing so could help today's power-hungry data centers run far more efficiently. Data centers can contain tens of thousands of servers, which constantly run data-processing tasks from developers and users. Cluster scheduling algorithms allocate the incoming tasks across the servers, in real-time, to efficiently utilize all available computing resources and get jobs done fast. Traditionally, however, humans fine-tune those scheduling algorithms, based on some basic guidelines ("policies") and various tradeoffs.


World War 3: Elon Musk's dire warning over tech 'more dangerous than nukes'

#artificialintelligence

The tech tyrant, who is the CEO of SpaceX and Tesla, called for the regulation of Artificial Intelligence (AI). Musk, 48, was speaking at the South by Southwest tech conference in Austin, Texas, last year. He used his own products as an example of the leaps that science has already taken in modern time.


Batman Movie Script Written By AI After Watching 1000 Hours Footage

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Well, I don't know if you are a Batman fan or not, but if you are an AI enthusiastic then this Batman movie script written by AI bot will definitely going to make you crazy. The next movie of Batman is likely to come in 2021 but in the meantime, DC fans are doing what they can to get their Caped Crusader fix. One of such DC fan grab an AI bot with him and watch the old episodes with it. Keaton Patti is the name of this fan and he has created an AI bot whose specialty is writing scripts. Keaton Patti has trained his bot over mover than 1,000 hours of Batman films.