Apple Launches New Blog to Share Details on Machine Learning Research

Apple today debuted a new blog called the "Apple Machine Learning Journal," with a welcome message for readers and an in-depth look at the blog's first topic: "Improving the Realism of Synthetic Images." Apple describes the Machine Learning Journal as a place where users can read posts written by the company's engineers, related to all of the work and progress they've made for technologies in Apple's products.

In the welcome message, Apple encourages those interested in machine learning to contact the company at an email address for its new blog, machine-learning@apple.com.

Welcome to the Apple Machine Learning Journal. Here, you can read posts written by Apple engineers about their work using machine learning technologies to help build innovative products for millions of people around the world. If you’re a machine learning researcher or student, an engineer or developer, we’d love to hear your questions and feedback. Write us at machine-learning@apple.com

In the first post -- described as Vol. 1, Issue 1 -- Apple's engineers delve into machine learning related to neural nets that can create a program to intelligently refine synthetic images in order to make them more realistic. Using synthetic images reduces cost, Apple's engineers pointed out, but "may not be realistic enough" and could result in "poor generalization" on real test images. Because of this, Apple set out to find a way to enhance synthetic images using machine learning.

Most successful examples of neural nets today are trained with supervision. However, to achieve high accuracy, the training sets need to be large, diverse, and accurately annotated, which is costly. An alternative to labelling huge amounts of data is to use synthetic images from a simulator. This is cheap as there is no labeling cost, but the synthetic images may not be realistic enough, resulting in poor generalization on real test images. To help close this performance gap, we’ve developed a method for refining synthetic images to make them look more realistic. We show that training models on these refined images leads to significant improvements in accuracy on various machine learning tasks.

In December 2016, Apple's artificial intelligence team released its first research paper, which had the same focus on advanced image recognition as the first volume of the Apple Machine Learning Journal does today.

The new blog represents Apple's latest step in its progress surrounding AI and machine learning. During an AI conference in Barcelona last year, the company's head of machine learning Russ Salakhutdinov provided a peek behind the scenes of some of Apple's initiatives in these fields, including health and vital signs, volumetric detection of LiDAR, prediction with structured outputs, image processing and colorization, intelligent assistant and language modeling, and activity recognition, all of which could be potential subjects for research papers and blog posts in the future.

Check out the full first post in the Apple Machine Learning Journal right here.

Top Rated Comments

(View all)
Avatar
41 months ago

Except no, it isn’t. It isn’t in this area or other areas.

Apple is sharing their knowledge, and others? They aren’t! Except informercials.

I think he meant that Apple is having a hard time recruiting more AI researchers/scientists that needs to be able to publish their works (they're not the engineers type). In order for Apple to benefit from their minds, they have to start opening up to the public. This isn't your traditional CS work, this is purely scientific research that has a long history of journal-based reviews and public access.

There were many rumors that many AI researchers turned down jobs at Apple simply because they would not be able to publish their works. For these scientists, it is not about the money or the company, it is all about having their work published with their name on it.

In addition, this is one of the areas where knowing other research benefits everyone at the same time.

Google, Facebook, Microsoft and others are in fact publishing their works throughout various mediums (magazines, research papers, etc).

In fact, they all started a partnership to share research among each other, Partnership on AI here: https://www.partnershiponai.org (Apple is founding member along with Microsoft, IBM, Google, Facebook, Amazon, etc.
Score: 11 Votes (Like | Disagree)
Avatar
41 months ago
In the interest of being all scientific and sharing stuff, I read about half of the blogpost and realized some of the implications of its content. The blog specifically uses the example of human eye recognition in its explanation of machine learning and refined synthetic machine-based learning. Hmmmm, I wonder what thing Apple could be using all of this ocular information for? ;)

Assessing Gaze
Part of the blog places emphasis on knowing which direction the sampled eyes are looking. In fact, if the refinement process moves the iris too much, that output is (I think) weighted as less accurate. In the rumors leading up to the iP8 release, many commenters have voiced concern over the device's ability to understand whether or not you actually want it to unlock; it seems Apple might be attempting to address that concern.



Use of Monochrome Samples
Folks have also discussed the potential inability for iris/eye scanning technology to work in the dark, but perhaps they're not considering that your iPhone (or Android) can already see you in the dark. When held to your face during a call in a dark environment, it will shut the screen off. Next to the earpiece, there's a little IR LED that illuminates objects held close to it, and when the phone sees that particular of IR light, it shuts the screen off.



If that light were brighter, it could illuminate the user's entire face. However, because it's only IR light, it wouldn't see the full visible spectrum of light (RGB); it would only see monochrome faces in the dark. It just so happens that the sample images Apple is using are already monochrome.

Anyway, I gotta go buy more tinfoil for my hat!

Score: 6 Votes (Like | Disagree)
Avatar
41 months ago

Wait?!

Apple launches a blog with employees talking about how they are doing their job???????

The hell froze over, Steve Jobs DEFINITIVELY wouldn’t allow THAT!

It is a must in the AI field
Score: 5 Votes (Like | Disagree)
Avatar
41 months ago
Neat, interesting stuff, nice to Apple getting into blogging now and posting about this future tech.
Score: 4 Votes (Like | Disagree)
Avatar
41 months ago

Interesting! I didn't know about this partnership. I wonder how Elon Musk feels, and why Tesla hasn't joined.

He has OpenAI.

https://www.wired.com/2016/04/openai-elon-musk-sam-altman-plan-to-set-artificial-intelligence-free/
Score: 2 Votes (Like | Disagree)
Avatar
41 months ago
Wait?!

Apple launches a blog with employees talking about how they are doing their job???????

The hell froze over, Steve Jobs DEFINITIVELY wouldn’t allow THAT!
Score: 1 Votes (Like | Disagree)

Top Stories

Here's How You Can Download iOS 14 and iPadOS 14 Around the World [It's Out]

Wednesday September 16, 2020 2:36 am PDT by
Apple's official public release of iOS 14 and iPadOS 14 dropped on Wednesday, September 16, just a day after the company released the Golden Master to third-party developers. Also set to be made available to the general public for the first time are watchOS 7 and tvOS 14. Getting Started With iOS 14 Video Click image to watch iOS 14 Getting Started While that's left a lot of developers...

When Will the iPhone 12 Launch? Here's What We Know

Wednesday September 16, 2020 6:12 am PDT by
Yesterday's "Time Flies" Apple event saw the release of the Apple Watch Series 6, Apple Watch SE, iPad 8, and iPad Air 4, but no new iPhone models. Rumors before the event strongly alleged that it would not see the unveiling of new iPhones, with many reports pointing to an October launch. The lack of new iPhone models yesterday seems to confirm that the iPhone 12 lineup will not appear...

Apple Releases iOS 14 and iPadOS 14 With Home Screen Redesign, App Library, Compact UI, Translate App, Scribble Support, App Clips, and More

Wednesday September 16, 2020 12:48 pm PDT by
Apple has released iOS 14 and iPadOS 14, the newest operating system updates designed for the iPhone and iPad. As with all of Apple's software updates, iOS 14 and iPadOS 14 can be downloaded for free. iOS 14 is available on the iPhone 6s and later, while iPadOS 14 is available on the iPad Air 2 and later. The updates are available on all eligible devices over-the-air in the Settings app. To ...

Apple Updates AirPods 2 and AirPods Pro Firmware to Version 3A283

Monday September 14, 2020 11:24 am PDT by
Apple today released new 3A283 firmware updates for the second-generation AirPods and the AirPods Pro. The second-generation AirPods are being updated from the 2D15 firmware they were previously running, while the AirPods Pros are being updated from the 2D27 firmware they had installed previously. Apple does not provide details on what's included in refreshed firmware so we don't know what's ...

Spotify Says Apple One Bundle Will Cause 'Irreparable Harm to Developer Community'

Tuesday September 15, 2020 12:26 pm PDT by
Apple today announced Apple One, a series of new subscription bundles that provide access to various Apple services at a combined monthly price. In response, Spotify sent out statements (via Peter Kafka) to the press decrying Apple's anti-competitive behavior and calling on "competition authorities" to stop Apple before it is able to cause "irreparable harm" to developers.Once again, Apple...

iOS 14, iPadOS 14, watchOS 7, and tvOS 14 Will Be Released September 16

Tuesday September 15, 2020 11:06 am PDT by
Apple today announced that iOS 14, iPadOS 14, watchOS 7, and tvOS 14 will be officially released on Wednesday, September 16. Apple has seeded the final Golden Master beta versions of each update to developers in advance. ‌iOS 14‌ and iPadOS 14 introduce dozens of new features, including a redesigned Home Screen that supports widgets on the iPhone and iPad for the first time. For more...

New AirPods Pro Firmware Introduces Spatial Audio Support and Automatic Switching

Monday September 14, 2020 12:22 pm PDT by
The new 3A283 firmware that Apple released for the AirPods Pro today appears to introduce support for Spatial Audio, a new feature coming to the higher-end AirPods with iOS 14. Multiple reports on Twitter and the MacRumors forums indicate that the firmware update adds a "Spatial Audio" option to the Control Center, which can be activated to enable the feature. Note that using Spatial Audio...

Apple Releases Safari 14 for Mac Ahead of macOS Big Sur Launch

Wednesday September 16, 2020 1:40 pm PDT by
macOS Big Sur didn't launch alongside iOS 14, iPadOS 14, tvOS 14, and watchOS 7 today, with the update coming later this fall, but Apple did release the Safari 14 update for macOS Catalina and macOS Mojave users. Safari 14 brings improved performance, customizable start pages, a Privacy Report to see which cross-site trackers are being blocked, and a new tab bar design that provides tab...

Full Transcript of Apple's 'Time Flies' Event With Apple Watch and iPad Updates

Tuesday September 15, 2020 8:46 am PDT by
Apple's virtual "Time Flies" event kicks off today at 10:00 a.m. Pacific Time, with Apple expected to debut new Apple Watch and iPad models, but it appears we may not see the iPhone 12 until next month. While we're not expecting to see new iPhones today, Apple's software updates for its various platforms are likely nearly ready for launch, so we may be hearing more about them today. Check...

Everything Apple Announced at Today's iPad and Apple Watch Event in Just Seven Minutes

Tuesday September 15, 2020 2:19 pm PDT by
Apple today held its annual September event, but this year was a bit different because no new iPhones were announced. The "Time Flies" event focused on the Apple Watch Series 6 and the iPad Air, and saw the debut of a new Apple One services bundle. Subscribe to the MacRumors YouTube channel for more videos. It took Apple an hour to introduce the new devices, but we've recapped the event in...