Artificial intelligence is hot right now: IBM, Google and Facebook are all competing to push the boundaries of AI, while big agencies like MDC, Huge, GroupM and Team One are rushing out bot services. The global market for smart machines -- hardware or software systems that can accomplish a specific task -- is estimated to increase from $7.4 billion this year to around $15 billion in 2021, at a compound annual growth rate of 15 percent, according to BCC Research. Forrester predicts that insight-driven businesses will pull in around $1.2 trillion in 2020 from over $250 billion last year, while CB Insights' research confirms that funding for AI has been growing. "AI is growing because there are real, legacy business problems that current technologies and processes have been unable to solve for," said Amy Inlow, CMO of AI firm Adgorithms. "One problem in marketing, for example, is the inability to process mass amounts of data and subsequently act on it in real time without relying on a team of marketers to analyze and make decisions."

California's DMV cracked down on the company's testing program Discovered the vehicles did not have the correct permits for the autonomous vehicles to be operated on the streets Uber maintains it does not need a permit because the cars are not sophisticated enough to continuously drive themselves California's DMV cracked down on the company's testing program Uber Technologies Inc. has removed its self-driving cars from San Francisco streets after California regulators cracked down on the program because the company had not obtained a permit to test autonomous vehicles. Uber now lets you set a friend as your destination - and... Don't have sex with your driver, smoke or ask overly... Philadelphia woman is charged $28,639 for an Uber ride... Uber now lets you set a friend as your destination - and... Don't have sex with your driver, smoke or ask overly... Philadelphia woman is charged $28,639 for an Uber ride... The California Department of Motor Vehicles said on Wednesday it revoked ...

Amazon's Echo has made tangible the promise of an artificially intelligent personal assistant in every home. Those who own the voice-activated gadget (known colloquially as Alexa, after its female interlocutor) are prone to proselytizing "her" charms, applauding Alexa's ability to call an Uber, order pizza or check a 10th-grader's math homework. The company says more than 5,000 people a day profess their love for Alexa. On the other hand, Alexa devotees also know that unless you speak to her very clearly . . . I hate her, I love her," one customer wrote on Amazon's website, while still awarding Alexa five stars.

We evaluate the uncertainty quality in neural networks using anomaly detection. We extract uncertainty measures (e.g. entropy) from the predictions of candidate models, use those measures as features for an anomaly detector, and gauge how well the detector differentiates known from unknown classes. We assign higher uncertainty quality to candidate models that lead to better detectors. We also propose a novel method for sampling a variational approximation of a Bayesian neural network, called One-Sample Bayesian Approximation (OSBA). We experiment on two datasets, MNIST and CIFAR10. We compare the following candidate neural network models: Maximum Likelihood, Bayesian Dropout, OSBA, and --- for MNIST --- the standard variational approximation. We show that Bayesian Dropout and OSBA provide better uncertainty information than Maximum Likelihood, and are essentially equivalent to the standard variational approximation, but much faster.

ASUS put a choir of 10 Zenbo robots together for gadget's official launch The bots sang and danced to Mariah Carey's'All I Want For Christmas Is You' Pre-orders start Jan. 1 and units will cost between $620 and $780 ASUS put a choir of 10 Zenbo robots together for gadget's official launch The bots sang and danced to Mariah Carey's'All I Want For Christmas Is You' Pre-orders start Jan. 1 and units will cost between $620 and $780 A Chinese firm launched its new robot in a way that is sure to spread some holiday cheer. Ten Zenbos took the stage in Taiwan and wowed the audience by signing Mariah Carey's'All I Want For Christmas Is You' in a festive, and somewhat terrifying, spectacle The incredible eight storey vending machine that dispenses... Is your child lying to you about still believing in Santa?... Apple's iPhone 8 may have wireless charging that works up to... Check your Groupon account now! Hacks could mean millions of... The incredible eight storey vending machine that dispenses... Is your child lying to you about still believing in Santa?... Apple's iPhone 8 may have wireless charging that works up to... Check your Groupon account now! Hacks could mean millions of...

The Jeopardy Challenge helped us address requirements that led to the design of the DeepQA architecture and the implementation of Watson. After 3 years of intense research and development by a core team of about 20 researcherss, Watson is performing at human expert levels in terms of precision, confidence, and speed at the Jeopardy quiz show. Our results strongly suggest that DeepQA is an effective and extensible architecture that may be used as a foundation for combining, deploying, evaluating, and advancing a wide range of algorithmic techniques to rapidly advance the field of QA. The architecture and methodology developed as part of this project has highlighted the need to take a systems-level approach to research in QA, and we believe this applies to research in the broader field of AI. We have developed many different algorithms for addressing different kinds of problems in QA and plan to publish many of them in more detail in the future.

Tabby's Star or KIC 8462852 was discovered by citizen scientists in 2015 The light from the star dims irregularly, and astronomers do not know why Some theories said it was due to passing comets or alien'megastructures' Now a new paper suggest the material inside the star is undergoing a phase transition Tabby's Star or KIC 8462852 was discovered by citizen scientists in 2015 Some theories said it was due to passing comets or alien'megastructures' Tabby's Star, known officially as KIC 8462852, (pictured in infrared, left and UV, right) has baffled experts since it was discovered in 2015, by scientists scanning the skies for exoplanets How to spot'Santa' in the night sky as the... Wind farms can be DEADLY for birds of prey: Migrating... Watch Mark Zuckerberg show off his artificial intelligence... Can YOU solve this Christmas conundrum? How to spot'Santa' in the night sky as the... Wind farms can be DEADLY for birds of prey: Migrating... Watch Mark Zuckerberg show off his artificial intelligence... Can YOU solve this Christmas conundrum? Tabby's star is a standard F-class star, located in the constellation Cygnus, approximately 1,276 light years from Earth. A paper published earlier this month suggested the star gives off jets that could be a source of energy for an alien civilisation. WHAT IS A DYSON SPHERE?

Australian team captured unique footage using submersible Camera recorded a surprisingly varied array of sea life on display Sea ice 1.5 metres (nearly 5 ft) thick covers the area for 10 months of the year Ecosystem could be threatened by increasing ocean acidity Sea ice 1.5 metres (nearly 5 ft) thick covers the area for 10 months of the year Watch an incredible life-sized Iron Man suit in action:... Swimming with wild dolphins'puts them at risk of death'... Earth's escaping atmosphere could WIPE OUT life and... Russia's goes nuclear to the North Pole: Reactor-powered... Watch an incredible life-sized Iron Man suit in action:... Swimming with wild dolphins'puts them at risk of death'... Earth's escaping atmosphere could WIPE OUT life and... Russia's goes nuclear to the North Pole: Reactor-powered... The pictures of the brightly coloured marine life were captured by researchers in Antarctica who are working on a better understanding of the impact of acidification on marine life on the sea floor. The pictures were captured by researchers in Antarctica who are working on a better understanding of the impact of acidification on marine life on the sea floor. The study was carried out near Australia's Casey research station, where marine life exists in water that is -1.5 degrees Celsius (29.3 degrees Fahrenheit) year round and covered in 1.5 metres (nearly five feet) of sea ice for 10 months of the year Angela Rye shares video of her invasive ordeal with TSA agent Boeing cargo plane overshoots runway before crashing in Colombia Male guests in a Chinese wedding flock to harass a bridesmaid Girl shouts at her poor Grandpa over her iPhone appointment Prisoner batters officer who finds him recording show on laptop Couple surprise family members with new SECRET baby Large explosion at fireworks market in Tultepec, Mexico. BMW driver tries to ram car off the road after slip lane mishap Notre Dame player surprised by brother's military homecoming Kung Fu truck driver gets revenge on man who stole his phone Group of killer whales prowl seas and attack shark Koala covered in burrs gets his fur groomed in adorable video Large explosion at fireworks market in Tultepec, Mexico.

You will soon be able to edit and delete your WhatsApp messages AFTER you've sent them - but only if they haven't been read yet WhatsApp is reportedly adding the ability to edit and recall messages. Can YOU solve this Christmas conundrum? Tricky festive... Watch Mark Zuckerberg show off his artificial intelligence... Tim Cook dismisses claims Apple has abandoned the desktop... Sex robots could reveal your secret perversions: Handing... Can YOU solve this Christmas conundrum? Tricky festive... Watch Mark Zuckerberg show off his artificial intelligence... Tim Cook dismisses claims Apple has abandoned the desktop... Sex robots could reveal your secret perversions: Handing... The update enables users to'Edit' or'Revoke' messages after they've been sent, but before they've been read by the recipient WABetaInfo on Twitter: "WhatsApp is starting to work on editing messages (DISABLED BY DEFAULT) #whatsappbeta https://t.co/ianEFnkbG6"

Bayesian Reasoning and Machine Learning by David Barber has a chapter on Approximate Sampling Christophe Andrieu et al. have written an introductory tutorial (pdf) on MCMC methods that covers most of the MCMC algorithms Dr. Daphne Koller offers an online course on Coursera, Probabilistic Graphical Models, which also covers the Gibbs Sampler and the Metropolis-Hastings Algorithm Dr. A. Taylan Cemgil has prepared very useful lecture notes (pdf) for his Monte Carlo methods course