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October 7, 2016, 7:59 AM IBM's artificial intelligence technology, Watson, amazed the world five years ago when it won "Jeopardy." After that, Watson went on to help improve industries like education and transportation. Now Watson is discovering new insights for cancer patients, as IBM has enlisted 20 top cancer institutes to teach Watson.

Healthcare is a numbers game and the figures are running wild. Every indicator shows the creaking NHS cannot cope with rising demand and dwindling resources. But the relentless gloom over hospital waiting lists, budgetary shortfalls and demographic time bombs is being challenged by a fresh approach that could revolutionise personal and national health. A wave of innovation driven by artificial intelligence (AI) is being hailed as both a saviour of traditional healthcare and the dawn of a new era in the public's engagement with their own health. "Healthcare is one of the highest cost areas for all modern economies, which makes it ripe for AI as providers look for efficiency to care for patients," says Dan Housman, chief technology officer at ConvergeHEALTH by Deloitte. "Healthcare is complex as an industry and is generating vast volumes of data from imaging, genomics, sensors, daily care and scientific research.

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Shelcy Joseph is recent graduate from the City University of New York and when she describes what she learned from her recent job hunt, she says she found out that it's hard to get hiring manager's attention, but that "once they like you, they'll give you lots of attention." What's new is who–or what–determines which candidate has high potential. Increasingly, it is software built on machine learning and early-stage artificial intelligence technology that determines the desirability of a candidate. That's why, for the first time, we've shifted the focus of one of the largest career management MOOCs from the relationship-centered job search to the data-optimized job search. Machine Learning-driven Software will Probably Make Make Your Next Career Match In early 2016, LinkedIn (now owned by Microsoft) acquired Connectifier, a machine learning platform for recruiters, for around 100m.

He's a lightning-fast learner, he speaks eight languages and he's considered an expert in multiple fields. He's got an exemplary work ethic, is a speed reader and finds insights no one else can. On a personal note, he's a mean chef and even offers good dating advice. Named after IBM's first CEO, Watson was born back in 2007 as part of an effort by IBM Research to develop a question-answering system that could compete on the American quiz show "Jeopardy." Since trouncing its human opponents on the show in 2011, it has expanded considerably.

Some of these students created videos of their work, a few of which I share below. A more formal description of the course is below the videos. Many applications of machine learning involve interactions with humans. Humans may provide input to a learning algorithm, including input in the form of labels, demonstrations, corrections, rankings, or evaluations. And they could give such input while observing the algorithm's outputs, potentially in the form of feedback, predictions, or demonstrations.

The artificial intelligence market is growing rapidly, and companies are now looking to invest in technologies that can help them gain a competitive edge in business. What are the latest breakthroughs in machine intelligence research and how will their application impact the future of business and society? Machine Intelligence is the umbrella term for the growing ecosystem of companies working in the areas of artificial intelligence, deep learning, machine learning and robotics fields. The explosion of this rapidly advancing market has caught the attention of press and an increasing number of large-scale investments, and despite the hype there are valuable applications of the technology which can be used to help us to solve real challenges in business and society. With only one month to go, we're highlighting the 10 not to be missed topics at the upcoming Machine Intelligence Summit, taking place in New York on 2-3 November.

Canadian legal AI company Kira Systems has announced deals with two more law firms following the news this week it had forged the first European law firm deal for an AI-driven cognitive system. Kira's AI software will also now be used by US firm, Fenwick & West, and Canada's Osler. The two new clients build on what would appear to be a first for the European legal market, in the shape of McCann FitzGerald adopting Kira's AI, making it the first non-UK European law firm to adopt a cognitive engine AI system. Fenwick is based in Mountain View, California and has a strong pedigree in advising technology companies. Ralph Pais, technology transactions partner, said of the deal: '[We] have invested heavily in tools and processes that make our M&A practice as fast and efficient as possible.