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.

apple machine learning journal

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

MikhailT Avatar
59 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)
AngerDanger Avatar
59 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!

Attachment Image
Score: 6 Votes (Like | Disagree)
Crzyrio Avatar
59 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)
alwaysbeincontact Avatar
59 months ago
Neat, interesting stuff, nice to Apple getting into blogging now and posting about this future tech.
Score: 4 Votes (Like | Disagree)
dabirdwell Avatar
59 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)
Zirel Avatar
59 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)

Popular Stories

Upcoming Products 2022 Feature

Gurman: Apple Preparing 'Widest Array of New Hardware Products in Its History' for Fall

Sunday January 23, 2022 10:32 am PST by
Apple is working on a number of new products that are set to launch this fall, and Bloomberg's Mark Gurman says that it will be "the widest array" of new devices that Apple has introduced in its history. In his latest "Power On" newsletter, Gurman explains that Apple is working on four new flagship iPhones (iPhone 14, iPhone 14 Max, iPhone 14 Pro, and iPhone 14 Pro Max), an updated low-end Ma...
macbook pro 14 16 2021

Three Months After Launch, Apple Still Struggling to Meet Demand for Redesigned 14-Inch and 16-Inch MacBook Pro

Monday January 24, 2022 7:12 am PST by
Three months after their launch, the 14-inch and 16-inch MacBook Pros continue to experience high demand and seemingly short supply, with shipping dates for both models stretching into multiple weeks in several of Apple's key markets. In the United States, the baseline 14-inch MacBook Pro with the M1 Pro chip is estimated to ship in three to four weeks, promising an arrival by at least...
General Dropbox Feature

macOS 12.3 Will Include Cloud Storage Changes Affecting Dropbox and OneDrive

Tuesday January 25, 2022 3:31 pm PST by
Dropbox today announced that users who update to macOS 12.3 once that software version becomes available may temporarily encounter issues with opening online-only files in some third-party apps on their Mac. In a support document and an email to customers, Dropbox said it is actively working on full support for online-only files on macOS 12.3 and will begin rolling out an updated version of...
Questionable Design Decisions

Apple's Most Questionable Design Decisions in Recent Memory

Sunday January 23, 2022 2:59 am PST by
Apple has always emphasized the depth of thought that goes into the design of its products. In the foreword to Designed by Apple in California, a photo book released by the company in 2016, Jony Ive explains how Apple strives "to define objects that appear effortless" and "so simple, coherent and inevitable that there could be no rational alternative." But every once in a while even Apple...
Apple Watch Red Yellow Green Feature 1

Apple Launches Black Unity Braided Solo Loop With 'Unity Lights' Watch Face

Wednesday January 26, 2022 6:05 am PST by
Apple today announced the Black Unity Braided Solo Loop for the Apple Watch, as well as a new downloadable watch face, to celebrate Black History Month. Following the launch of the limited edition Black Unity Apple Watch Series 6 and Sport Band in 2021, Apple today launched the Black Unity Braided Solo Loop as part of its celebrations for Black History Month this year.Apple is launching a...
att gigabit internet

AT&T Bringing $180/Month 5-Gigabit Internet to 70 Cities

Monday January 24, 2022 9:20 am PST by
AT&T today announced the launch of upgraded AT&T Fiber plans, which support speeds of up to 5 Gigabits for some customers. There are two separate plans, one "2 GIG" plan and one "5 GIG" plan, available to new and existing AT&T Fiber subscribers. According to AT&T, the new plans are available to nearly 5.2 million customers across 70 metro areas including Los Angeles, Atlanta, Chicago, San...
intel vs m1 max chip purple

Benchmarks Confirm Intel's Latest Core i9 Chip Outperforms Apple's M1 Max With Several Caveats

Wednesday January 26, 2022 8:56 am PST by
Benchmark results have started to surface for MSI's new GE76 Raider, one of the first laptops to be powered by Intel's new 12th-generation Core i9 processor. Intel previously said that its new high-end Core i9 processor is faster than Apple's M1 Max chip in the 16-inch MacBook Pro and, as noted by Macworld, early Geekbench 5 results do appear to confirm this claim, but there are several...
ios 15

Apple Releases iOS 15.3 and iPadOS 15.3 With Fix for Safari Bug That Leaks Browsing Activity

Wednesday January 26, 2022 10:00 am PST by
Apple today released iOS 15.3 and iPadOS 15.3, the third major updates to the iOS and iPadOS 15 operating systems that were released in September 2021. iOS and iPadOS 15.3 come almost two weeks after the release of iOS and iPadOS 15.2.1, minor bug fix updates. The iOS 15.3 and iPadOS 15.3 updates can be downloaded for free and the software is available on all eligible devices over-the-air in ...