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5 Things We Know About Stranger Things Season 2

Stranger Things seemed to come out of nowhere to become one of television's standout new series in 2016. Netflix's sometimes scary, sometimes funny, and always exciting homage to '80s pop culture was a binge-worthy phenomenon when it debuted in July 2016. Of course, the streaming giant wasn't going to wait long to bring more Stranger Things to audiences, and a second season was announced a little over a month after its debut. Here are five key things we know about the show's sophomore season.

1. WE'LL BE GETTING EVEN MORE EPISODES.

The first season of Stranger Things consisted of eight hour-long episodes, which proved to be a solid length for the story Matt and Ross Duffer wanted to tell. While season two won't increase in length dramatically, we will be getting at least one extra hour when the show returns in 2017 with nine episodes. Not much is known about any of these episodes, but we do know the titles:

"Madmax"
"The Boy Who Came Back To Life"
"The Pumpkin Patch"
"The Palace"
"The Storm"
"The Pollywog"
"The Secret Cabin"
"The Brain"
"The Lost Brother"

There's a lot of speculation about what each title means and, as usual with Stranger Things, there's probably a reason for each one.

2. THE KIDS ARE RETURNING (INCLUDING ELEVEN).

Stranger Things fans should gear up for plenty of new developments in season two, but that doesn't mean your favorite characters aren't returning. A November 4 photo sent out by the show's Twitter account revealed most of the kids from the first season will be back in 2017, including the enigmatic Eleven, played by Millie Bobby Brown (the #elevenisback hashtag used by series regular Finn Wolfhard should really drive the point home):

3. THE SHOW'S 1984 SETTING WILL LEAD TO A DARKER TONE.

A year will have passed between the first and second seasons of the show, allowing the Duffer brothers to catch up with a familiar cast of characters that has matured since we last saw them. With the story taking place in 1984, the brothers are looking at the pop culture zeitgeist at the time for inspiration—most notably the darker tone of blockbusters like Gremlins and Indiana Jones and the Temple of Doom.

"I actually really love Temple of Doom, I love that it gets a little darker and weirder from Raiders, I like that it feels very different than Raiders did," Matt Duffer told IGN. "Even though it was probably slammed at the time—obviously now people look back on it fondly, but it messed up a lot of kids, and I love that about that film—that it really traumatized some children. Not saying that we want to traumatize children, just that we want to get a little darker and weirder."

4. IT'S NOT SO MUCH A CONTINUATION AS IT IS A SEQUEL.

When you watch something like The Americans season two, it's almost impossible to catch on unless you've seen the previous episodes. Stranger Things season two will differ from the modern TV approach by being more of a sequel than a continuation of the first year. That means a more self-contained plot that doesn't leave viewers hanging at the end of nine episodes.

"There are lingering questions, but the idea with Season 2 is there's a new tension and the goal is can the characters resolve that tension by the end," Ross Duffer told IGN. "So it's going to be its own sort of complete little movie, very much in the way that Season 1 is."

Don't worry about the two seasons of Stranger Things being too similar or too different from the original, though, because when speaking with Entertainment Weekly about the influences on the show, Matt Duffer said, "I guess a lot of this is James Cameron. But he’s brilliant. And I think one of the reasons his sequels are as successful as they are is he makes them feel very different without losing what we loved about the original. So I think we kinda looked to him and what he does and tried to capture a little bit of the magic of his work.”

5. THE PREMIERE WILL TRAVEL OUTSIDE OF HAWKINS.

Everything about the new Stranger Things episodes will be kept secret until they finally debut later this year, but we do know one thing about the premiere: It won't take place entirely in the familiar town of Hawkins, Indiana. “We will venture a little bit outside of Hawkins,” Matt Duffer told Entertainment Weekly. “I will say the opening scene [of the premiere] does not take place in Hawkins.”

So, should we take "a little bit outside" as literally as it sounds? You certainly can, but in that same interview, the brothers also said they're both eager to explore the Upside Down, the alternate dimension from the first season. Whether the season kicks off just a few miles away, or a few worlds away, you'll get your answer when Stranger Things's second season debuts later this year.

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iStock // Ekaterina Minaeva
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Man Buys Two Metric Tons of LEGO Bricks; Sorts Them Via Machine Learning
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iStock // Ekaterina Minaeva

Jacques Mattheij made a small, but awesome, mistake. He went on eBay one evening and bid on a bunch of bulk LEGO brick auctions, then went to sleep. Upon waking, he discovered that he was the high bidder on many, and was now the proud owner of two tons of LEGO bricks. (This is about 4400 pounds.) He wrote, "[L]esson 1: if you win almost all bids you are bidding too high."

Mattheij had noticed that bulk, unsorted bricks sell for something like €10/kilogram, whereas sets are roughly €40/kg and rare parts go for up to €100/kg. Much of the value of the bricks is in their sorting. If he could reduce the entropy of these bins of unsorted bricks, he could make a tidy profit. While many people do this work by hand, the problem is enormous—just the kind of challenge for a computer. Mattheij writes:

There are 38000+ shapes and there are 100+ possible shades of color (you can roughly tell how old someone is by asking them what lego colors they remember from their youth).

In the following months, Mattheij built a proof-of-concept sorting system using, of course, LEGO. He broke the problem down into a series of sub-problems (including "feeding LEGO reliably from a hopper is surprisingly hard," one of those facts of nature that will stymie even the best system design). After tinkering with the prototype at length, he expanded the system to a surprisingly complex system of conveyer belts (powered by a home treadmill), various pieces of cabinetry, and "copious quantities of crazy glue."

Here's a video showing the current system running at low speed:

The key part of the system was running the bricks past a camera paired with a computer running a neural net-based image classifier. That allows the computer (when sufficiently trained on brick images) to recognize bricks and thus categorize them by color, shape, or other parameters. Remember that as bricks pass by, they can be in any orientation, can be dirty, can even be stuck to other pieces. So having a flexible software system is key to recognizing—in a fraction of a second—what a given brick is, in order to sort it out. When a match is found, a jet of compressed air pops the piece off the conveyer belt and into a waiting bin.

After much experimentation, Mattheij rewrote the software (several times in fact) to accomplish a variety of basic tasks. At its core, the system takes images from a webcam and feeds them to a neural network to do the classification. Of course, the neural net needs to be "trained" by showing it lots of images, and telling it what those images represent. Mattheij's breakthrough was allowing the machine to effectively train itself, with guidance: Running pieces through allows the system to take its own photos, make a guess, and build on that guess. As long as Mattheij corrects the incorrect guesses, he ends up with a decent (and self-reinforcing) corpus of training data. As the machine continues running, it can rack up more training, allowing it to recognize a broad variety of pieces on the fly.

Here's another video, focusing on how the pieces move on conveyer belts (running at slow speed so puny humans can follow). You can also see the air jets in action:

In an email interview, Mattheij told Mental Floss that the system currently sorts LEGO bricks into more than 50 categories. It can also be run in a color-sorting mode to bin the parts across 12 color groups. (Thus at present you'd likely do a two-pass sort on the bricks: once for shape, then a separate pass for color.) He continues to refine the system, with a focus on making its recognition abilities faster. At some point down the line, he plans to make the software portion open source. You're on your own as far as building conveyer belts, bins, and so forth.

Check out Mattheij's writeup in two parts for more information. It starts with an overview of the story, followed up with a deep dive on the software. He's also tweeting about the project (among other things). And if you look around a bit, you'll find bulk LEGO brick auctions online—it's definitely a thing!

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iStock
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Here's How to Change Your Name on Facebook
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iStock

Whether you want to change your legal name, adopt a new nickname, or simply reinvent your online persona, it's helpful to know the process of resetting your name on Facebook. The social media site isn't a fan of fake accounts, and as a result changing your name is a little more complicated than updating your profile picture or relationship status. Luckily, Daily Dot laid out the steps.

Start by going to the blue bar at the top of the page in desktop view and clicking the down arrow to the far right. From here, go to Settings. This should take you to the General Account Settings page. Find your name as it appears on your profile and click the Edit link to the right of it. Now, you can input your preferred first and last name, and if you’d like, your middle name.

The steps are similar in Facebook mobile. To find Settings, tap the More option in the bottom right corner. Go to Account Settings, then General, then hit your name to change it.

Whatever you type should adhere to Facebook's guidelines, which prohibit symbols, numbers, unusual capitalization, and honorifics like Mr., Ms., and Dr. Before landing on a name, make sure you’re ready to commit to it: Facebook won’t let you update it again for 60 days. If you aren’t happy with these restrictions, adding a secondary name or a name pronunciation might better suit your needs. You can do this by going to the Details About You heading under the About page of your profile.

[h/t Daily Dot]

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