It's now a hired gun for thousands of companies in at least 20 industries. David Kenny took the helm of IBM's Watson Group ibm in February, after Big Blue acquired The Weather Company, where Kenny had served as CEO. In the months since then, the Watson business has grown dramatically, with well over 100,000 developers worldwide now working with more than three dozen Watson application program interfaces (APIs). Fortune Deputy Editor Clifton Leaf caught up with Kenny in mid-October, when IBM Watson's General Manager was in San Francisco, getting ready to open Watson West--the AI system's newest business outpost--and to launch the company's second World of Watson conference, a gathering of its burgeoning ecosystem of partners and users, in Las Vegas on Oct. 24. KENNY: Deep learning is a subset of machine learning, which essentially is a set of algorithms. Deep-learning uses more advanced things like convolutional neural networks, which basically means you can look at things more deeply into more layers. Machine learning could work, for example, when it came to reading text.

Rather than leading to the violent downfall of humankind, artificial intelligence is helping people around the world do their jobs, including doctors who diagnose sepsis in patients and scientists who track endangered animals in the wild, experts said Thursday (Oct. Advancements in the field of artificial intelligence (AI) haven't always been met with enthusiasm. Famed astrophysicist Stephen Hawking warned on several occasions that a fully developed AI could destroy the human race, and Hollywood sci-fi movies are rife with fierce robots battling humans for control. But at yesterday's conference -- attended by the country's leading researchers, innovators, entrepreneurs and students -- scientists explained how newly developed AI is accelerating research and improving lives. Here is a look at five AI inventions that are already redefining technology.

In a speech today at Web Summit, Facebook CTO Mike Schroepfer laid out a vision for the role artificial intelligence and machine learning will play in the company's ambitions to improve global connectivity, technology accessibility, and human computer interaction. "People want to stay connected and close to other people, so whatever is the best current technology to deploy that is the business we want to be in," said Schroepfer. Large companies like Facebook play an incredibly important role in the artificial intelligence and machine learning ecosystem. Their sheer size and ability to corner the market on talent makes almost every strategic decision they make an industry-wide declaration. Despite setbacks, like the explosion of Facebook's satellite aboard a SpaceX Falcon 9 earlier this summer, the company remains steadfast in its goals to better connect the world.

In a speech today at Web Summit, Facebook CTO Mike Schroepfer laid out a vision for the role artificial intelligence and machine learning will play in the company's ambitions to improve global connectivity, technology accessibility, and human computer interaction. "People want to stay connected and close to other people, so whatever is the best current technology to deploy that is the business we want to be in," said Schroepfer. Large companies like Facebook play an incredibly important role in the artificial intelligence and machine learning ecosystem. Their sheer size and ability to corner the market on talent makes almost every strategic decision they make an industry-wide declaration. Despite setbacks, like the explosion of Facebook's satellite aboard a SpaceX Falcon 9 earlier this summer, the company remains steadfast in its goals to better connect the world.

Zoltan Istvan was in town recently, campaigning as the Presidential nominee of the Transhumanist Party. He was on track to appear on the ballot in zero states. "Politicians keep having the same old arguments about tax policy and Social Security," he said. "Transhumanists want to talk about how science can help us radically transform the human experience, how we can cure death and disease and upload our consciousness into the cloud, things like that." He was on a street corner in SoHo.

An Australian man acquitted of murder last month after his Tinder date plummeted off a balcony to her death faced new criticism after he acknowledged in a TV interview that the woman had screamed "no" a reported 33 times before she fell. "Yeah, she was certainly trying to make a lot of noise," Gable Tostee commented in the interview, which aired on the Nine Network's "60 Minutes." Critics also lashed out after The Courier Mail claimed Tostee was paid a six-figure sum for the interview. A senior detective called it "disgusting". The detective continued, "There's a lot of anger among police about this. Of course we respect the court's decision to find him not guilty but for him to now do a paid interview after everything this poor girl's family has been through, is horrific."

Today, businesses need to be able to predict demand and trends to stay in line with any sudden market changes and economy swings. This is exactly where forecasting tools, powered by Data Science, come into play, enabling organizations to successfully deal with strategic and capacity planning. Smart forecasting techniques can be used to reduce any possible risks and assist in making well-informed decisions. One of our customers, an enterprise from the Middle East, needed to predict their market demand for the upcoming twelve weeks. They required a market forecast to help them set their short-term objectives, such as production strategy, as well as assist in capacity planning and price control.

On its 250th birthday, November 10, the Rutgers University community statewide will focus on these and many other provocative subjects as it hosts 80 of its alumni, noted for their thought leadership and innovation, for "A Day of Revolutionary Thinking" on the concluding day of activities associated with the university's yearlong celebration of its rich history. The university's special guests – which include a cybersecurity CEO, a biopharmaceutical company founder, a former New Jersey attorney general and an activist-artist – were invited to share their diverse points of view with students and to demonstrate how learning at Rutgers contributed to their successes. In anticipation of their presentations, Rutgers Today invited these innovators to discuss the "Next Big Thing" they envision occurring in their respective fields. Thomas Kennedy, '77, B.S. Electrical and Computer Engineering Given the increase in cybersecurity and the number of everyday items with network connectivity, securing the "internet of things" is imperative, stresses Kennedy, chair and CEO of Raytheon Company, which specializes in defense, civil government and cybersecurity solutions. "This is expanding exponentially with the number of things connected online," he says.

Binary is the story of a man who must decide between saving his artificially intelligent girlfriend or a human woman during a crucial space voyage, causing him to question what love really means. Binary will be a 20-minute, live-action short film. Ryker - Loyal and naive, Ryker grew up in the working class. When he falls in love with an artificially intelligent woman, Seline, he struggles with whether to prioritize his love or his fellow human. Seline - An advanced form of artificial intelligence, appearing human, Seline has been programmed with the capacity to love. She must convince Ryker and Natalie her love is as valuable as human love.

Just before the launch of Football Manager 2017 [official site], with the beta already released to the many people who preordered the game, I spoke to Sports Interactive director Miles Jacobson about the changes his team have made in this latest game in the series. We talked about AI improvements, Brexit, and whether Leicester winning the Premier League was a happy day or a sad day at Sports Interactive. With updates to the beta arriving regularly as the people playing provided feedback, commentary and complaints, Sports Interactive is a busy place around this time of year. The fortnight before launch day is an enormous playtest, in which more eyes are on the new version of the game than have been at any point during development. Jacobson seems happy to take time away from assessment of new release candidate builds to talk though.