Posts in Linked

Recommending Music on Spotify with Deep Learning

This summer, I’m interning at Spotify in New York City, where I’m working on content-based music recommendation using convolutional neural networks. In this post, I’ll explain my approach and show some preliminary results.

A fascinating post by Sander Dieleman explaining how he designed a deep neural network to provide music recommendations based on Spotify data. It’s a technical read, but there are Spotify player widgets to listen to songs picked up by the network, which is capable of learning specific pitches, chords, sounds, and other factors such as Chinese voices. Dieleman says that hopefully some of these audio-based recommendations will go into A/B testing soon, with a focus on recommending new music that isn’t generally picked up by traditional recommendation engines. Impressive.

Permalink

Four Years in Apple’s Ecosystem

An interesting and well documented experiment by The Typist: a visualization of four years of purchases on the iTunes Store, and particularly the App Store. I can’t imagine the amount of effort that went into this (sifting through 90 emails, recalculating prices based on past currency conversions, etc.), but I hope I’ll have the patience to do the same someday.

The Typist makes a great point about iOS games:

So what does that mean for games? Of the 34 that I’ve purchased, only 5 games — worth $18 — are currently installed on either of my iOS devices. Of the $111.66 that I’ve spent, $93.71 worth of games are on neither of my devices. Almost 84% of the money I’ve spent on games is now in the cloud.

Does that mean I wouldn’t have bought any or most of them? Not necessarily: That would be like not going to the movies because you pay $12 for 120 minutes that you can’t “reuse”. Most forms of entertainment are ephemeral by nature.

Unlike console games, I can’t remember any old iOS game that I intentionally redownloaded to play it again like I do for, say, Nintendo or Squaresoft classics. Maybe it’s just me, or maybe it’s the nature of mobile games. Also worth considering: old iOS games that don’t work properly on current versions of the OS, that don’t have Retina assets, or that rely on third-party services no longer in existence (the last one is a problem common to console games, too).

Permalink

Pinterest Launches Messaging Feature

In an update released yesterday on the App Store, Pinterest rolled out a messaging feature that allows people to share pins privately and have discussions around them.

Casey Newton has a good overview:

Starting today, the company is rolling out messages on Android, iOS, and the web. Like Facebook’s “chat heads,” recent messages pop up to the left of the feed as bubbles with your friends’ faces. You’ll find the others under the pin icon where notifications pop up. Just click the ‘+’ icon, type in the name of a friend on Pinterest, and you can send a pin or a standalone message. The impressive thing about Pinterest messages is that the pins you send within the app retain all the functionality of a pin you see anywhere else on the site. Anything you can do with a pin on Pinterest’s web site, you can do inside a message: pin it to a board of your own, send it to another friend, or click the ‘heart’ to add it to your list of favorites. You can even drag a pin from the site into a message.

Pinterest is the only social network that I’m genuinely excited about lately. I’ve been using Pinterest a lot in the past few months, and it strikes me as a company that knows what people want and how they really use the service. Everything about it is friendly, comfortable, and practical; the fact that I can talk about Pinterest with my “normal” friends without getting the blank stares I receive for Twitter also helps.

Permalink


The 1986 Apple Collection

Update: Reader Rick Henson got in contact and let me know that he uploaded scanned copies of the entire collection, which you can view here. The other pages feature everything from Apple-branded paperclips, lapel-pins, Swiss knife, and of course, an Apple watch.

Dug up by The Trad, The Apple Collection is an amazing look at what Apple—a company often hailed for its tasteful, minimalist design—thought was awesome back in the ’80s. Namely, gaudy belts, logo-covered baseball caps, and the word “Apple” written in as many different variants of ugly lettering as the company could find. Sadly, no black turtlenecks or jeans are on display; Steve Jobs had been ousted from the company the year previous by former PepsiCo CEO John Sculley, and wouldn’t return for another 11 years. [The A.V. Club]

The Trad originally posted this back in 2011, but I only just saw it today when The A.V. Club linked to it. Suffice to say, the above image is just a taste of what you’ll get see if you view the full collection - which you’re going to do, right?

[via The A.V. Club]

Permalink

Apple, Samsung Agree to End Patent Suits Outside U.S.

The agreement shows Apple and Samsung may be nearing a conclusion to what has been a drawn-out and occasionally nasty worldwide patent fight, which has sprouted alongside the booming market for touch-screen smartphones. Apple has accused Samsung of copying its iPhone designs, while Samsung has countered that Apple is using pieces of its wireless-transmission technology without permission. Neither has won a decisive decision and judges have repeatedly urged the two companies to reach a settlement rather than play out their dispute in court.

Today’s announcement, sent to Bloomberg and other media organizations, means that all disputes between Apple and Samsung outside the United States are being abandoned. The international disputes had been fought for years in Australia, Japan, South Korea, Germany, Netherlands, the U.K., France and Italy.

“Apple and Samsung have agreed to drop all litigation between the two companies outside the United States,” the companies said in the statement. “This agreement does not involve any licensing arrangements, and the companies are continuing to pursue the existing cases in U.S. courts.”

Permalink

“Buy All The Things”

Stuart Hall:

Much has been written about being an indie developer on the App Store recently, with not much of it positive.

I think this experiment has shown us a few really important things.

Since last year, I’ve continued to follow Stuart’s experiment with great interest. While not indicative of the indie app market as a whole, his experience can be useful to understand the impact of In-App Purchases, pricing experimentation, and cutting down on non-development or design costs, such as customer support, through the built-in AppbotX service (our coverage). Stuart’s app has reached almost 2 million downloads and $60,000 in revenue.

Permalink

Simogo’s Next Game: The Sailor’s Dream

Simogo, makers of some of my favorite games for iOS (Year Walk and DEVICE 6), have announced their next game, The Sailor’s Dream, launching later this year. The Sailor’s Dream will be a “challenge-free experience in which you explore a non-linear story through words, music, sounds and illustrations”, and, based on the trailer and screenshots seen so far, it looks like Simogo is once again trying to redefine the scope of innovation in mobile gaming.

Don’t miss Leigh Alexander’s interview with Simogo at Gamasutra, which provides background and context on the studio’s latest creation:

“We want it to feel both relaxing, like diving into a tiny little world in which you can enjoy just interacting with, looking at and listening to things,” Flesser continues. “But then there’s also this element of exploring a quiet story, and tying it together in your head. So in that way it is like a dream, exploring a strange world, with tiny bits of reality breaking through in different ways.”

You can watch the trailer below, and check out the game’s first screenshots at the official website. You can read my review of Year Walk, Simogo’s hit from 2013, here.

Permalink

Making the Switch from Aperture to Adobe Photoshop Lightroom

Adobe yesterday published a six-page document outlining a workflow for those users who want to transition from Aperture to Lightroom. Its an interim measure for those users who want to switch to Lightroom now, but Adobe also affirmed their commitment to develop a proper migration tool for Aperture and Adobe Lightroom.

At Adobe, we’re working on a migration tool to help you bring your photos into Adobe Photoshop Lightroom from Aperture, but if you’re eager to switch before the tool is ready, this guide can help ease your transition. We recognize that this migration may be a challenging process and offer the following resources and methodology to help get you up to speed with Lightroom and provide a road map for successfully migrating your photos.

This all comes after Apple announced in late June that it was ending development of Aperture. Apple is instead focusing its development efforts on the new Photos app, launching on Yosemite early next year.

Permalink