Tim Burton's new movie about an orphanage for fantastically gifted kids is expected to debut at the head of its class at the box office this weekend, expelling last week's victor, "The Magnificent Seven," from the top of the charts. "Miss Peregrine's Home for Peculiar Children," from 20th Century Fox and Chernin Entertainment, is expected to gross 25 million to 30 million in its opening in the U.S. and Canada through Sunday, according to people who have reviewed prerelease audience surveys. That should be enough to unseat Sony and MGM's western remake (starring Denzel Washington and Chris Pratt) that bowed to 35 million and is expected to drop about 50% in its second go-around. "Miss Peregrine," adapted from the popular fantasy novel by Ransom Riggs, cost 110 million to make. Though it boasts high interest and parallels to the X-Men and Harry Potter series, it remains to be seen if the film will prove popular enough to start a Hollywood franchise.

If you are a strong-armed NFL quarterback who reads defenses like genre fiction, a movie star whose name alone can open a film in China, or a stock picker who beats Buffet every time, congratulations: you are almost as valuable as a data scientist or machine learning engineer with a PhD from Stanford, MIT, or Carnegie Mellon. At least it seems that way. Every company in Silicon Valley -- increasingly, every company everywhere -- is frantically competing for those human prizes, in a human resources version of a truffle hunt. As businesses now realize that their competitiveness relies on machine learning and artificial intelligence in general, job openings for those trained in the field well exceed all the people in the world who aren't locked up by Facebook, Google, and other superpowers. But what if you could get the benefits of AI without having to hire those hard-to-find and expensive-to-woo talents?

This past Saturday, September 24th, the first episode of Cyber Talk Radio hit the airwaves on 1200 WOAI and iHeartRadio streaming. To open the discussion we covered a machine learning background including mentions of TensorFlow, Watson, Tay, and many other examples of consumer facing AI as well as developer tools to build your own systems. After establishing a baseline we started to discuss the impact machine learning (aka. When the internet began you'd directly connect to it just like a big "home network" from a trust perspective. As more people connected and port scanners such as nmap became available the need for a firewall appeared.

The contentious first presidential debate between Hillary Clinton and Donald Trump lived up to its big ratings expectations with an estimated average TV viewership that will top the previous record of 80.6 million. The total average audience for Monday's matchup for the ad-supported broadcast and cable networks as well as PBS came in at about 84 million, according to Nielsen numbers. Monday's faceoff tops the previous record for a presidential debate set when Jimmy Carter and Ronald Reagan clashed on Oct. 28, 1980. It was their only meeting of that year's presidential campaign, which occurred in an era when U.S. households had only a handful of channels to choose from. The total across broadcast and cable networks measured by Nielsen for the Clinton-Trump debate does not include viewers who watched the debate through various video streams available online.

Even before production began on "Fences" in April, many awards season pundits already had the film's stars on their lists of likely Oscar nominees. On Tuesday, we got to see why, when Paramount Pictures put out the first trailer for the movie starring Viola Davis and Denzel Washington, who also served as the film's director. Of course, the Broadway production of "Fences" has long been a critical darling. August Wilson, who wrote the play and adapted it for the big screen, won a Pulitzer Prize for his work in 1987. That year, "Fences" also swept the Tony Awards, winning for best play, direction, featured actress (Mary Alice) and leading actor (James Earl Jones).

Model ensembling is a very powerful technique to increase accuracy on a variety of ML tasks. In this article I will share my ensembling approaches for Kaggle Competitions. For the first part we look at creating ensembles from submission files. The second part will look at creating ensembles through stacked generalization/blending. I answer why ensembling reduces the generalization error. Finally I show different methods of ensembling, together with their results and code to try it out for yourself. This is how you win ML competitions: you take other peoples' work and ensemble them together." The most basic and convenient way to ensemble is to ensemble Kaggle submission CSV files. You only need the predictions on the test set for these methods -- no need to retrain a model. This makes it a quick way to ensemble already existing model predictions, ideal when teaming up. Let's see why model ensembling reduces error rate and why it works better to ensemble low-correlated model ...

Chinese drone company DJI unveiled Tuesday a new model that it claims is nearly as compact as a water bottle when packed up. The Mavic Pro, shipping on Oct. 15 for 999, is debuting a week after action camera company GoPro unveiled its long-awaited Karma drone, which also folds up for easy transportation. The Mavic Pro's arms and propellors fold alongside its body, making it possible to fit in a backpack or purse, DJI says. DJI's focus on portability extends to the Mavic's controller as well, which is smaller and can be used with or without a smartphone to display live video from the aircraft. DJI will be selling the Mavic Pro without its controller for 749 and a combination package which includes the drone, two extra batteries, extra propellors, a charging hub, an adapter, and a shoulder bag for 1,299. Those who just want the drone and its controller can opt for the 999 deal.

The Sony Computer Science Laboratory (CSL) has made a further advance in the application of artificial intelligence by using it to create a bizarre pop track called'Daddy's Car'. Created by AI software Flow Machines, the software analysed "a huge database of songs" and then derived the styling and combinations to produce a record in the style of The Beatles. A total of 13,000 songs were entered into the machine from which a melody and harmony were created. From there, French composer Benoît Carré arranged and produced the songs, and wrote the lyrics. Sony CSL said that its music research "leads to new modes of access to music, interaction with sound, and human interaction".

Between Oakland and San Francisco in the center of the Bay Bridge lies the 400-acre man-made Treasure Island. It's here that DJI let Engadget fly its compact Mavic Pro drone. It's DJI's first fold-up flying machine -- arriving barely a week after GoPro announced the Karma -- and it continues the company's commitment to keeping cameras in the sky. Like the GoPro Karma, the 999 Mavic Pro ( 749 without controller -- it can also be flown with a phone) is a foldable drone designed to fit in a backpack or large purse. The arms and propellers tuck in to turn Mavic into something that resembles a shoe box.

David Karlak's short film titled Rise shows the war between man & machine. In the near future, robots have developed advanced emotional sophistication and their human creators don't like it. What should have been a simple and violent extermination of artificial life proves harder when a captured robot demonstrates that the human aggressors are biting off more than they can chew. The late Star Trek actor Anton Yelchin delivers an incredible performance that gets viewers to sympathize with the plight of a creation that is no longer wanted by its creator.