Next big Windows update will bring hardware-accelerated machine learning

Models built in the cloud will run with hardware acceleration on the PC.

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Microsoft is busy prepping developers for the next big Windows 10 update, version 1803, and it is putting the focus on machine learning. Due in March or April this year, the new version will include a new machine-learning framework for using machine-learning models in Windows applications.

Until now, much of the machine-learning focus we've seen across the entire computer industry has been on cloud systems. Data sets are processed to build models, and these models can be used to recognize patterns. For example, an industrial system visually inspecting manufactured items for defects would train its model by processing images of known working and known defective items. The machine-learning system would learn what the good objects and bad objects look like and build a model. This model could then be used to examine images of newly made items, and it could then classify them as either likely working or likely defective.

The cloud focus has existed because building the models generally requires large data sets and substantial computing power. However, running the model to use it to classify data is much less demanding. That's not to say that it's necessarily trivial—running models against live video, for example, can still require multiple GPUs to perform acceptably—but it tends to be "PC scale" rather than "cloud scale."

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Torrent Tracking Evidence is Flawed and Unreliable, Alleged Pirate Argues

The operator of a Tor exit node has asked a federal court in Oregon for a summary judgment of non-infringement. The man, who is accused of sharing a pirated copy of Dallas Buyers Club, argues that the evidence gathering software is flawed and unreliable.

Source: TF, for the latest info on copyright, file-sharing, torrent sites and more. We also have VPN discounts, offers and coupons

Besides winning several prestigious awards, the people behind the movie Dallas Buyers Club are also known for their vigorous pursuit of online pirates.

The film’s copyright holders have sued thousands of people in recent years, resulting in numerous out-of-court settlements.

In Oregon, however, one defendant has proven to be a tough adversary. In a lawsuit that’s been ongoing for three years, defendant John Huszar was sued for an alleged copyright infringement that occurred via his Tor exit node.

Tor is an anonymity tool and operating a relay or exit node basically means that the traffic of hundreds or thousands of users hit the Internet from your IP-address. When pirates use Tor, it will then appear as if the traffic comes from this connection.

During the course of the legal proceedings, Huszar repeatedly denied that he personally downloaded a pirated copy of the film. However, he faces substantial damages because he failed to respond to a request for admissions, which stated that he distributed the film. This generally means that it’s seen by the court as true.

With this admission, Dallas Buyers Club (DBC) requested a ruling in its favor. A few months ago, the film company argued that the Tor exit node operator admitted willful infringement, which could cost him up to $150,000 in damages.

The Tor exit node operator then fought back pointing out several disputed claims and asked for a ruling in its favor. However, according to the filmmakers, this simply came too late, more than a year after the Court ordered the admissions.

Huszar is not letting DBC off easy though. Before the court ruled on the filmmakers’ request, the defendant submitted a request for summary judgment of non-infringement a few days ago.

Among other things, the defense argues that DBC misled the court about the quality and integrity of the evidence gathering software ‘MaverickMonitor,’ which was created by the German company MaverickEye.

The defendant asked Dr. Kal Toth, a qualified software verification expert, to take a look at the system to see if it’s as reliable as claimed. According to his findings, it is not possible to “conclude that MaverickMonitor detects the IP addresses of infringing BitTorrent users correctly, consistently and reliably.”

From the declaration

In addition, the defense points out that DBC’s own expert never ran the software, suggesting that the filmmakers have no idea how it works.

“Bizarrely, DBC’s fact and expert witness, Robert Young, testified that he never installed and ran the MaverickMonitor software on any server despite being designated by DBC as its designee on software.

“DBC, a company that used software to sue thousands of people, has no idea how this software works,” the defense argues in its motion.

Huszar’s legal team argues that the BitTorrent monitoring system that was used to sue thousands of people is “flawed and unreliable.” While it may produce accurate findings, there could be many false positives as well, their motion explains.

“Perhaps Maverickmonitor worked 50% of the time. The problem is that we have no idea for this case which side of the coin was up for Huszar, nor does DBC, or MaverickMonitor.

“It is, technically speaking, simply the equivalent of a random number generator, and as such any data generated from the MaverickMonitor system should be excluded,” the motion adds.

While the filmmakers have the admission as their main ammunition, the Tor exit node operator points the finger at the evidence gathering software, hoping to find the court on his side.

“[H]ere Huszar demonstrated with an inspection of the code that MaverickMonitor’s claim of ‘100% accuracy’ is a complete fraud. Huszar respectfully requests this Court grant his motion for summary judgment and deem him the prevailing party,” the motion concludes.

It’s now up to the court to decide which side prevails.

A copy of the motion for summary judgment is available here (pdf).

Source: TF, for the latest info on copyright, file-sharing, torrent sites and more. We also have VPN discounts, offers and coupons

Google Nexus devices won’t get Android P (at least not officially)

The first developer preview of Android P is now available for the Google Pixel, Pixel XL, Pixel 2, and Pixel 2 XL. Notice anything missing from that list? While google will continue to offer security updates for its 2015 phone lineup for at least anoth…

The first developer preview of Android P is now available for the Google Pixel, Pixel XL, Pixel 2, and Pixel 2 XL. Notice anything missing from that list? While google will continue to offer security updates for its 2015 phone lineup for at least another year, the company has no plans to bring Android P […]

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FBI again calls for magical solution to break into encrypted phones

FBI chief: “I don’t buy the claim that it’s impossible” to solve “Going Dark.”

Enlarge / FBI Director Christopher Wray spoke at Boston College on March 7, 2018 in Boston, Massachusetts. (credit: Scott Eisen/Getty Images)

FBI Director Christopher Wray again has called for a solution to what the bureau calls the "Going Dark" problem, the idea that the prevalence of default strong encryption on digital devices makes it more difficult for law enforcement to extract data during an investigation.

However, in a Wednesday speech at Boston College, Wray again did not outline any specific piece of legislation or technical solution that would provide both strong encryption and allow the government to access encrypted devices when it has a warrant.

A key escrow system, with which the FBI or another entity would be able to unlock a device given a certain set of circumstances, is by definition weaker than what cryptographers would traditionally call "strong encryption." There's also the problem of how to compel device and software makers to impose such a system on their customers—similar efforts were attempted during the Clinton administration, but they failed.

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FBI again calls for magical solution to break into encrypted phones

FBI chief: “I don’t buy the claim that it’s impossible” to solve “Going Dark.”

Enlarge / FBI Director Christopher Wray spoke at Boston College on March 7, 2018 in Boston, Massachusetts. (credit: Scott Eisen/Getty Images)

FBI Director Christopher Wray again has called for a solution to what the bureau calls the "Going Dark" problem, the idea that the prevalence of default strong encryption on digital devices makes it more difficult for law enforcement to extract data during an investigation.

However, in a Wednesday speech at Boston College, Wray again did not outline any specific piece of legislation or technical solution that would provide both strong encryption and allow the government to access encrypted devices when it has a warrant.

A key escrow system, with which the FBI or another entity would be able to unlock a device given a certain set of circumstances, is by definition weaker than what cryptographers would traditionally call "strong encryption." There's also the problem of how to compel device and software makers to impose such a system on their customers—similar efforts were attempted during the Clinton administration, but they failed.

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Google Android P coming in Q3, developer preview 1 launches today

The next major version of Google Android is coming later this year, but developers and early adopters will be able to get an early look starting today. Google is releasing the first developer preview of Google Android P and, among other things, it adds…

The next major version of Google Android is coming later this year, but developers and early adopters will be able to get an early look starting today. Google is releasing the first developer preview of Google Android P and, among other things, it adds native support for phones with camera cut-outs in the screen (notches), […]

The post Google Android P coming in Q3, developer preview 1 launches today appeared first on Liliputing.

Deals of the Day (3-07-2018)

There’s no shortage of inexpensive Windows laptops on the market these days, but the Acer Spin 1 is one of the few sub-$300 models from a major brand to feature a full HD touchscreen display, a 360-degree hinge, pen support, and 4GB of RAM. Normally th…

There’s no shortage of inexpensive Windows laptops on the market these days, but the Acer Spin 1 is one of the few sub-$300 models from a major brand to feature a full HD touchscreen display, a 360-degree hinge, pen support, and 4GB of RAM. Normally this convertible notebook sells for $330 and up, but right […]

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Android P Developer Preview deep-dive: Notch support, notifications, and more

Preview the next major version of Android with the Android P Developer Preview.

Enlarge / Google's logo for the Android P Developer Preview. (credit: Google)

In what is quickly becoming an annual March tradition, Google is once again releasing an early preview of the next major version of Android. The Android P Developer Preview is out right now for developers (and eager Android enthusiasts) to take for a test drive. It's still very early in the news cycle for Android P, and while we haven't installed it yet, we do have a lengthy Google Blog post to draw details from. Highlights include enhancements to the notification panel, indoor positioning, support for iPhone X-style notches, and a million under-the-hood improvements.

However, device support for this release is pretty limited: you'll need a Google Pixel phone to play. The developer preview works on the Pixel 1, Pixel 1 XL, Pixel 2, Pixel 2 XL, and that's it. Pour one out for the Nexus 5X, Nexus 6P, and Pixel C tablet, which were all part of the Android O developer preview but didn't make it to Android P. I actually confirmed this with Google—those three devices won't be getting Android P.

Additionally, if you want to try Android P yourself, you won't yet have the convenience of using the Android Beta program, which lets you sign up for an over-the-air update that is delivered to your device. While that will come with later releases deemed stable enough for the "beta" tag, for now Google says this is "an early baseline build for developers only." You'll need to fire up some SDK tools and flash the Android P images manually.

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Google ends major OS support for Nexus phones and Pixel tablet

The two years of major OS updates is over for the Nexus 6P, 5X, and Pixel C.

The first developer preview for the next major version of Android—Android P—is out today. These releases occasionally come out for supported Google devices, giving developers a heads-up on what changes to expect from a coming release. The supported device list for this release is a little slim, though. The Android P Developer Preview only works on the Pixel 1 and 1 XL, the Pixel 2 and 2 XL, and that's it. Support has been dropped for the Nexus 5X, Nexus 6P, and Pixel C tablet, which is a big change from the Android 8.1 Developer Preview.

After checking with Google, we confirmed that this isn't a fluke of the developer preview program—the Nexus 5X, 6P, and Pixel C won't be getting the final release of Android P. While they will still receive monthly security updates, Android 8.1 was the last major Android release for the Nexus phones and Pixel tablet.

The Nexus 6P and 5X launched with an update policy of two years for major OS updates and three years for security updates. They all launched in Q4 2015, so the two-year update window has been closed for some time now. In fact, technically they shouldn't even have received an update to Android 8.1. Monthly security updates will still continue until at least November 2018.

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Bitcoin falls 10 percent after SEC warns about unregulated exchanges

Bitcoin falls 10 percent after regulators signal crackdown on exchanges.

Enlarge (credit: Thomas Trutschel / Getty Images News)

The Securities and Exchange Commission issued a strongly worded warning on Wednesday about the risks of dealing with unregulated cryptocurrency exchanges.

"The SEC staff has concerns that many online trading platforms appear to investors as SEC-registered and regulated marketplaces when they are not," the SEC statement said.

The announcement triggered a sharp selloff in cryptocurrency markets. Bitcoin's value plunged 10 percent, from $10,600 to $9,500, in the hour after the announcement was posted. Ethereum, Bitcoin Cash, Litecoin, and other major cryptocurrencies all suffered significant losses.

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