Author: azeeadmin

24 Jan 2019

Facebook is shutting down Moments. Here’s how to save all your photos

Facebook Moments, the standalone mobile app designed to let users privately share photos and videos, is shutting down next month.

Facebook confirmed that app’s services will end February 25. Facebook decided to end support for app, which hasn’t been updated in some time, because people weren’t using it.

“We’re ending support for the Moments app, which we originally launched as a place for people to save their photos. We know the photos people share are important to them so we will continue offering ways to save memories within the Facebook app,” Rushabh Doshi, dorector of product management said in a statement.

Moments users should see a message warning them of the imminent end of the app. Below the message is an option to export photos and videos. 

There are two export options for users, which people can access on the website version of the Moments app. One will create a private album on their Facebook account; the other option downloads everything to their device. People can export their photos and videos from the Moments website through May 2019, according to Facebook.

Users can start their export from any device. If the user creates private Facebook albums, they’ll see a link next to each moment below that’s ready to view as an album on Facebook.

For folks who opt to download the file, they’ll need to enter their Facebook password when prompted. The files will be shown along with the file size and users will be able to select the quality — high, medium, or low — of the files. The Moments app will email a link and notify the user on Facebook when it’s ready to be downloaded.

Moments, which first launched in 2015, has seen some competition from other Facebook products recently, which might have led to its demise. For instance, Facebook built out its Stories feature, which includes a direct sharing option. That option, while designed for one-offs and not whole albums, did allow users to bypass the Moments app entirely in order to privately send photos with a select friend or friends.

Users also have the option to share any of their photos from the app as Albums on Facebook. If someone downloads the app to an Album, the privacy setting will default to “Only Me” but a user always have the option to share it with friends.

Facebook says it will continue to incorporate options for saving memories within the Facebook app as well. For instance, as the Stories format grows in popularity, the company is working on more ways for people to save their photos and videos they shared through Stories. Some of these launched features include Save Photos, highlights and Stories Archive on Facebook.

24 Jan 2019

Vangst just raised $10 million to plug more people into the fast-growing cannabis industry

People are increasingly interested in finding a way to participate in the cannabis industry, and for good reason. It’s growing like a weed (yes, we said it). According to a San Francisco-based research company, Grand View Research, the global legal marijuana market is expected to reach $146.4 billion by the end of 2025.

Still, it isn’t easy for potential recruits to know where to look for both temporary and permanent jobs, and it’s just as challenging for companies to find candidates who understand their business. Enter Vangst, a now three-year-old,  Denver-based startup that just raised $10 million in Series A funding from earlier backers Casa Verde Capital and Lerer Hippeau to become the go-to recruiting platform for the industry, even while going up against several older entrants, including Seattle-based Viridian Staffing and Ganjapreneur, in Bellingham, Wa.

Yesterday, with chatted with the CEO and founder of the now 70-person company, Karson Humiston, about launching the platform in college, and why she isn’t so worried about the competition. She also shared some interesting stats around how much cannabis jobs pay.

TC: Some people launch startups in college. Not many of them grow them into sustainable companies. How did Vangst get going?

KH: I went to St. Lawrence [University] and while there, I’d started a student travel company and compiled a database of students and recent grads — people who’d gone on trips through the startup or expressed an interest in going on trips. The spring of my senior year, in 2015, I sent an email to all of them asking what jobs they were interested in, and more than 70 percent said the cannabis industry.

TC: Wow, interesting.

KH: That was my reaction, but living in upstate New York where recreational cannabis isn’t yet legal, I didn’t know a lot about it. So I took a weekend off from school to go to a trade show in Colorado, where I saw everything from cultivation to extraction to retail to ancillary businesses. And when I asked what jobs they were looking to fill, they said, essentially, everything: a director of cultivation, retail dispensary store managers, HR, marketing. They all said it was their top pain point because if they posted on a traditional jobs board — and remember, this was 2015 — the listing would often get taken down. Meanwhile, there was no industry-specific resource because [marijuana] is federally illegal.

TC: So you dropped the travel startup idea and pursued this. Where did you start?

KH: First, I rushed back to St. Lawrence and made an inexpensive site on Wix and starting connecting people in my database with summer internships. I’d told the companies I’d met with that I could find them employees for $500 and I called this new company Graduana, [with the tagline] green jobs for grads. My thought was, I’ll go to Colorado and do Graduana for six months and see where the industry really is.

By the spring of 2016, I realized that demand far exceeded interns and recent grads and the we needed to find recruiters who know what they’re doing, so we brought on recruiters who was just focused on cultivation, for example, and who know the difference between someone who can grow cannabis in the garage and someone who has done large-scale agricultural growing. They they started pulling in people from the tomato and tulip and big commerical ag who’ve grown [plants] in big state-of-the-art greenhouses and could bring important skills to the table. We also brought in recruiters to just focus on the retail side of things.

It became this profitable, 25-person, boutique staffing agency. But we also saw an opportunity for on-demand labor, because of the seasonality of the industry. Cannabis grows, then it needs to be trimmed and packaged. . .

TC: So it was time for venture capital?

KH: When you’re talking about temporary staffing, it’s been done really manually in this industry so we wanted to build a platform that would notify candidates that a . certain company needs 20 trimmers and is willing to pay $12 an hour and where, meanwhile, employers could see that someone has trimmed for 2,000 hours, and each could rate each other. So we needed to hire engineering and a customer success team and legal, and our revenue wasn’t going to cover those costs.

Thankfully, a founder friend in the space, Ryan Smith of LeafLink, introduced us to Lerer Hippeau when he heard were raising a seed round. We received a warm intro to Casa Verde, too, and both have been amazingly helpful to us.

TC: Are you still doing high-end hiring, too?

KH: We are. Revenue from that piece of our business, where we’re helping companies find COOs or a director fo cultivation or extraction, more than doubled last year and continues to be profitable. We get 1,000 resumes some days. We now have 200,000 job candidates on the p latform.

TC: Obviously you’re charging employers different amounts depending on the the type of role you’re filling. Can you share some specifics?

KH: Right On the direct hire side, we take a percentage of their first year’s salary. On the gig side, a company tells us how much they’d like to pay for gig workers, and there’s a mark-up on that that we keep.

TC: No matter how long that person works for your client?

KH: It’s usually for a matter of weeks. If it’s longer than that, we charge the a buyout fee [to step out of the relationship].

TC: I take it you’re marketing the service to college students largely.

KH: We market the service through career fairs that we throw in different states, and at trade shows in and out of the industry.  We also spent time going to college campuses. But our acquisition costs have been relatively low. Everyone who gets placed with us is known as an original Vangster and we do Vangster nights, where anyone in our network can bring a friend and we can help turn them into employees, too.

TC: More states are legalizing recreational cannabis; how are you drumming up workforces in different places?

KH: We have a team now in Denver, in Santa Monica, and a small team in Oakland, and as we launch additional cities for Vangst gigs, we’re hiring managers and people who can do client outreach and candidate vetting and onboarding. We just hired an early employee of Uber, Will Zinsmeister, who helped oversee the launch of cities in Texas for Uber, so we’re excited to have Will and others thinking through supply and demand issues as we launch more widely.

TC: Out of curiosity, how much do cannabis jobs pay, and how many people work in the industry right now – – do you have any idea?

KH: I think there’s more than 160,000 employees across the cannabis industry right now, and by 2022, the industry is expected to grow to around 340,000 full-time employees.

We did survey 1,500 people to put together a salary guide and one of the questions we asked what how much of their labor needs are seasonable versus otherwise and they said about 30 percent.

As for the salaries, the on-demand jobs are very in line with other industries. When it comes to full time jobs, outside sales jobs pay on average a salary of $73,000, which is in line with other outside sales jobs. On the higher end, a compliance manager can make $149,000, a director of extraction makes on average $191,000 and a director of cultivation on the high end . can make $250,000.

TC: I think that’s more than people might have imagined. Who is landing these higher-end jobs other than people with backgrounds in traditional large-scale farming?

KH: You’re seeing people graduating with a degree in botany who’ve maybe worked for a cannabis company for six years and are seen as having very unique experience. We’re seeing a lot of clients in Maryland and other places saying they want candidates from Colorado.

24 Jan 2019

Tradeshift says it’s seen a ‘huge drop’ in UK transactions amid Brexit uncertainty

The UK is experiencing a significant and drastic fall in the volume of business-to-business transactions, according to the CEO of one of the world’s largest B2B payments and supply chain logistics platforms.
In an exclusive interview with TechCrunch at the World Economic Forum in Davos Switzerland, Tradeshift CEO and co-founder Christian Lanng said: “We see the numbers. There has been a huge drop in the purchase orders in the UK in December last year. Especially in retail. But it’s cross-sector. It’s manufacturing, retail, logistics.”
Tradeshift is a cloud platform for supply chain payments, marketplaces and apps which is one of Europe’s tech unicorns and has raised over $432M to date.
He said Tradeshift works with a “major manufacturer” in the UK which has “one hour of inventory” feeding its production line. He declined to name the firm.
Speaking about the effects of Brexit on supply chains, he said: “If you add 10 minutes of custom checks to every truck feeding that production line you create a traffic jam that cannot be resolved. It would last a week before it would get sorted out. They literally cannot operate the factory,” he said.
“Forget about the politics. This is just a very technical thing that’s going to happen. People don’t understand the facts. You can discuss it in a very abstract level but literally, it’s just like that.”
“People forget about the practices or realities of the supply chains across the channel and nobody is engaging really in any serious way with the people who know how that stuff works, because [Brexit] is like a circus, right?”
Speaking about Tradeshift’s recent acquisition of Bableway, a cloud integration technology platform, Lanng said the combined companies will process “more than trillion dollars of payments.” “That’s twice as large as PayPal and three times as large as Amazon in just payment volumes,” he said. “Between us we’ll have a bigger chunk of the world economy in terms of B2B, not B2C.”
Does Laang think there will be a global slowdown, as some are predicting?
“Our view is pretty simple. China freaked everybody out about how fast they moved with technology such as on health care, renewable energy, electric cars, AI, and financial services. And they’re now starting to push “Made in China” by 2025.”
“So [the West] is losing the global leadership. We have been slow to adapt to electric, or renewable energy. It was described as a hippie thing, but now it’s the future of the world. Countries using tariffs [to slow down China] it’s not going to work. We’re very bullish on Asia and any country in the world that’s ‘leaning in’ to technology.”

24 Jan 2019

Rory Stirling, ex-BGF Ventures, has joined London seed VC Connect Ventures

When BGF Ventures, the London-based early-stage venture fund of BGF, had a change in “strategy” in early 2018, seeing partners Harry Briggs, Rory Stirling and Wendy Tan White step down, it was always going to be interesting to see where the VC trio would land.

Earlier this week, this publication broke news that Tan White — who previously co-founded and exited SaaS website builder Moonfruit, and was also a General Partner at Entrepreneur First — has joined Alphabet’s X (formerly Google X) as Vice President.

Now TechCrunch can reveal that Rory Stirling has joined London seed-stage firm Connect Ventures as Partner. Connect’s existing investment team includes Pietro Bezza, Bill Earner, and Sitar Teli.

Before joining BGF Ventures in 2015, where he was a founding partner at the £200 million fund, Stirling was a Partner at MMC Ventures, spanning a 10 year career in venture capital. During his time at BGF Ventures, the firm backed a range of tech startups, including Gousto, Streetbees, Triptease, Paddle, and Roli. At MMC, Stirling led investments across consumer, marketplace and software sectors.

His software investments include NewVoiceMedia (recently acquired by Vonage for $350 million), Triptease, Marvel, Masabi, Reevoo, Somo, Brightpearl, and Base79 (acquired by Rightster). His marketplace investments are Appear Hear, and LoveHomeSwap (acquired by Wyndham). Consumer companies Stirling backed for MMC include Gousto, AlexandAlexa (acquired by The Luxury Kids Group), Wool and the Gang (acquired by Crafts Group Holdings), Pact, Tyres on the Drive, and PayasUgym.

Confirming his latest career move, Stirling provided TechCrunch with the following statement:

“I’m thrilled to be joining the team at Connect. I’m lucky enough to have worked with all three of the Connect partners on previous investments. Since founding in 2012 they’ve established themselves as one of the most focused and ambitious seed funds in Europe. Connect recognised the importance of building a differentiated approach from the beginning and are now well-known for their product-led thesis. As a result they’ve backed some of the most iconic product companies in Europe, including Citymapper and Typeform.”

Meanwhile, I understand that BGF Ventures’ third alumni, Harry Briggs, has also found a new gig. According to my sources, he’s quietly joined OMERS Ventures, the venture capital arm of the Canadian pension fund of the same name. I understand he is helping to set up the founding team of OMERS Ventures Europe. The VC fund has previously talked about its ambitions to expand to Europe, and that appears to be happening, even it is believed to still be in the formative stages.

Briggs couldn’t be reached for comment at the time of publication.

24 Jan 2019

MoviePass says it’s bringing back an unlimited movie plan

It may be hard to remember, but MoviePass once offered a relatively straightforward value proposition — for a monthly subscription fee, you could watch as many movies as you want. Now it sounds like a version of that plan is coming back.

The news was shared in an interview that Executive Vice President Khalid Itum gave to Variety. Apparently, Itum didn’t offer any details beyond saying that some version of the unlimited plan — allowing subscribers to watch as many movies as they want each month — will be launching next week.

It’s barely been a month since MoviePass announced new pricing plans for 2019. (In the same announcement, MoviePass said Itum would be taking over day-to-day operations, although Mitch Lowe would remain as CEO.) But even the most expensive plan — which costs between $19.95 and $24.95, depending on where you live — was limited to three movie tickets per month.

It’s probably safe to guess the revamped unlimited plan won’t have the old price of $9.99. After all,, the company says it’s looking to break even on the tickets it’s selling — which seems like an obvious business necessity, but the company had previously been in growth-at-all-costs mode.

Itum said MoviePass is no longer pursuing other business models where it makes money by taking a cut of concessions or getting a discount on tickets. It is, however, still working on a “red label” solution where theaters can create their own subscription plans.

In addition, Itum said efforts to rehabilitate MoviePass’ image are starting to pay off, as the company is starting to regain subscribers.

“I feel like we’re turning a corner,” he said.

24 Jan 2019

Apple finally brings Microsoft Office to the Mac App Store, and there is much rejoicing

That slow clap you hear spreading around the internet today could be due to the fact that Apple has finally added Microsoft Office to the Mac App Store. The package will include Word, Excel, PowerPoint, Outlook and OneNote.

Shaan Pruden, senior director of worldwide developer relations at Apple, says that when the company overhauled the App Store last year, it added the ability to roll several apps into a subscription package with the idea of bringing Microsoft Office into the fold. That lack of bundling had been a stumbling block to an earlier partnership.

“One of the features that we brought specifically in working with Microsoft was the ability to subscribe to bundles, which is obviously something that they would need in order to bring Office 365 to the Mac App Store.”

That’s because Microsoft sells Office 365 subscriptions as a package of applications, and it didn’t want to alter the experience by forcing customers to download each one individually, Jared Spataro, corporate vice president for Microsoft 365 explained.

PowerPoint on the Mac. Photo: Apple

Spataro said that up until now, customers could of course go directly to Microsoft or another retail outlet to subscribe to the same bundle, but what today’s announcement does is wrap the subscription process into an integrated Mac experience where installation and updates all happen in a way you expect with macOS.

“The apps themselves are updated through the App Store, and we’ve done a lot of great work between the two companies to make sure that the experience really feels good and feels like it’s fully integrated,” he said. That includes support for dark mode, photo continuity to easily insert photos into Office apps from Apple devices and app-specific toolbars for the Touch Bar.

A subscription will run you $69 for an individual or $99 for a household. The latter allows up to six household members to piggy back on the subscription, and each person gets one terabyte of storage to boot. What’s more, you can access your subscription across all of your Apple, Android and Windows devices and your files, settings and preferences will follow wherever you go.

Businesses can order Microsoft Office bundles through the App Store and then distribute them using the Apple Business Manager, a tool Apple developed last year to help IT manage the application distribution process. Once installed, users have the same ability to access their subscriptions complete with settings across devices.

Microsoft OneNote on the Mac. Photo: Apple

While Apple and Microsoft have always had a complicated relationship, the two companies have been working together in one capacity or another for nearly three decades now. Neither company was willing to discuss the timeline it took to get to this point, or the financial arrangements between the two companies, but in the standard split for subscriptions, the company gets 70 percent of the price the first year with Apple getting 30 percent for hosting fees. That changes to an 85/15 split in subsequent years.

Apple noted that worldwide availability could take up to 24 hours depending on your location, but you’ve waited this long, you can wait one more day, right?

24 Jan 2019

Online storytelling community Wattpad launches its own publishing arm, Wattpad Books

Wattpad, an online community for original fiction whose stories have been turned into streaming hits like Netflix’s “The Kissing Booth,” is now turning its eyes to publishing. The company today announced the launch of a new division, Wattpad Books, that aims to turn its most popular content into future best sellers.

The books division will publish six titles this year, aimed at Wattpad’s largely young adult audience of 70 million users, who collectively spend 22 billion minutes per month engagement with its site and app.

The most popular of the forthcoming titles, The QB Bad Boy & Me by Tay Marley, was read over 26.3 million times on Wattpad, and will become available in book form on August 20, 2019.

The other five titles also found a strong readership online, including Trapeze by Leigh Ansell (2.5 million reads); What Happened That Night by Deanna Cameron (over 1 million reads); Cupid’s Match by Lauren Palphreyman (46.4 million reads); Saving Everest by Sky Chase (17.2 million reads); and I’m a Gay Wizard by V.S. Santoni (404,000 reads).

These books will be released through the months of September and October 2019, and are tales of young romance – though sometimes with a fantasy or mystery twist.

Combined, the stories have over 100 million reads worldwide.

Wattpad says it select the titles for publishing using a combination of editorial curation and its “Story DNA Machine Learning technology.” This technology helps to deconstruct stories by analyzing things like sentence structure, word use and grammar, with the goal of helping to uncover the next best seller.

The company has used this machine learning tech in the past to help it select winners for its writing awards among hundreds of thousands of submissions, and it has leveraged its insights to help the company figure out which stories make the most sense to turn into TV shows and movies.

Wattpad, to date, has been doing fairly well on that front, having licensed or sold the rights to Wattpad stories to places like Sony Pictures TV, Hulu, CW Seed, Tuner, Universal Cable Productions, Paramount Pictures, Netflix, iflix, SYFY, and others.

It also has a history working with publishers, including HarperCollins, European publisher Hachette Romans and more.  So far, Wattpad says it has already turned nearly 1,000 of its stories into books through these efforts. And it will continue to work with international publishers to bring its stories to a wider audience, the company notes.

Wattpad Books, meanwhile, will give Wattpad more of a stake in taking its stories to print within its home market, North America. The new division is headed by Ashleigh Gardner, Deputy General Manager at Wattpad Studios, Publishing, with Deanna McFadden, Publishing Director for Wattpad Studios, managing operations.

The books will be distributed across retail stores in the U.S. by Wattpad’s official sales and distribution partner, Macmillan. In Canada, it’s working with Raincoast Books.

The launch of Wattpad Books comes at a time when Wattpad’s profile is on the rise. Last year, the company raised $51 million in new funding from investors including Tencent, and debuted a new service, Wattpad Next – which offers paid access to exclusive stories.

The company is also part of a larger trend among startups, where newer platforms are helping to open the doors to Hollywood and beyond, by giving creative professionals different ways to be discovered.

24 Jan 2019

Microsoft acquires Citus Data

Microsoft today announced that it has acquired Citus Data, a company that focused on making PostgreSQL database faster and more scalable. Citus’ open source PostgreSQL extension essentially turns the application into a distributed database and while there has been a lot of hype around the NoSQL movement and document stores, relational database — and especially PostgreSQL — are still a growing market, in part because of tools from companies like Citus that overcome some of their earlier limitations.

Unsurprisingly, Microsoft plans to work with the Citus Data team to “accelerate the delivery of key, enterprise-ready features from Azure to PostgreSQL and enable critical PostgreSQL workloads to run on Azure with confidence.” The Citus co-founders echo this in their own statement, noting that “as part of Microsoft, we will stay focused on building an amazing database on top of PostgreSQL that gives our users the game-changing scale, performance, and resilience they need. We will continue to drive innovation in this space.”

PostgreSQL is obviously an open source tool and while the fact that Microsoft is now a major open source contributor doesn’t come as a surprise anymore, it’s worth noting that the company stresses that it will continue to work with the PostgreSQL community. In an email, a Microsoft spokesperson also noted that “the acquisition is a proof point in the company’s commitment to open source and accelerating Azure PostgreSQL performance and scale.”

Current Citus customers include the likes of real-time analytics service Chartbeat, email security service Agari and PushOwl, though the company notes that it also counts a number of Fortune 100 companies among its users (they tend to stay anonymous). The company offers both a   database as a service, an on-premises enterprise version and the free open source edition. For the time being, it seems like that’s not changing, though over time, I would suspect that Microsoft will transition users of the hosted service to Azure.

The price of the acquisition was not disclosed. Citus Data, which was founded in 2010 and graduated from the Y Combinator program, previously raised over $13 million from the likes of Khosla Ventures, SV Angel and Data Collective.

24 Jan 2019

With cybersecurity threats looming, the government shutdown is putting America at risk

Putting political divisions and affiliations aside, the government partially shutting down for the third time over the last year is extremely worrisome, particularly when considering its impact on the nation’s cybersecurity priorities. Unlike the government, our nation’s enemies don’t ‘shut down.’ When our nation’s cyber centers are not actively monitoring and protecting our most valuable assets and critical infrastructure, threats magnify and vulnerabilities become further exposed.

While Republicans and Democrats continue to butt heads over border security, the vital agencies tasked with properly safeguarding our nation from our adversaries are stuck in operational limbo. Without this protection in full force acting around the clock, serious extraneous threats to government agencies and private businesses can thrive. This shutdown, now into its fourth week, has crippled key U.S. agencies, most notably the Department of Homeland Security, imperiling our nation’s cybersecurity defenses.

Consider the Cybersecurity and Infrastructure Security Agency, which has seen nearly 37 percent of its staff furloughed. This agency leads efforts to protect and defend critical infrastructure, as it pertains to industries as varied as energy, finance, food and agriculture, transportation, and defense.

As defined in the 2001 Patriot Act, critical infrastructure is such that, “the incapacity or destruction of such systems and assets would have a debilitating impact on security, national economic security, national public health or safety, or any combination of those matters.” In the interest of national security, we simply cannot tolerate prolonged vulnerability in these areas.

Employees who are considered “essential” are still on the job, but the loss of supporting staff could prove to be costly, in both the short and long term. More immediately, the shutdown places a greater burden on the employees deemed essential enough to stick around. These employees are tasked with both longer hours and expanded responsibilities, leading to a higher risk of critical oversight and mission failure, as weary agents find themselves increasingly stretched beyond their capabilities.

The long-term effects, however, are quite frankly, far more alarming. There’s a serious possibility our brightest minds in cybersecurity will consider moving to the private sector following a shutdown of this magnitude. Even ignoring that the private sector pays better, furloughed staff are likely to reconsider just how valued they are in their current roles. After the 2013 shutdown, a significant segment of the intelligence community left their posts for the relative stability of corporate America. The current shutdown bears those risks as well. A loss of critical personnel could result in institutional failure far beyond the present shutdown, leading to cascading security deterioration.

This shutdown has farther reaching effects for the federal government to attract talent in the form of recent college grads or those interested in transitioning from the private sector. The stability of government was once viewed as a guarantee compared to the private sector, but work could incentivize workers to take their talents to the private sector.

The IRS in particular is extremely vulnerable, putting America’s private sector and your average taxpayer directly in the crosshairs. The shutdown has come at the worst time of the year, as the holidays and the post-holiday season tend to have the highest rates for cybercrime. In 2018, the IRS reported a 60 percent increase in email scams. Meanwhile, as the IRS furloughed much of its staff as well, cyber criminals are likely to ramp up their activity even more.

Though the agency has stated it will recall a “significant portion” of its personnel to work without pay, it has also indicated there will be a lack of support for much beyond essential service. There’s no doubt cybercriminals will see this as a lucrative opportunity. With tax season on the horizon, the gap in oversight will feed directly into cyber criminals’ playing field, undoubtedly resulting in escalating financial losses due to tax identity theft and refund fraud.

Cyberwarfare is no longer some distant afterthought, practiced and discussed by a niche group of experts in a backroom. Cyberwarfare has taken center stage on the virtual battlefield. Geopolitical adversaries such as North Korea, Russia, Iran, and China rely on cyber as their most agile and dangerous weapon against the United States. These hostile nation-states salivate at the idea of a prolonged government shutdown.

From Russian interference in the 2016 presidential election to Chinese state cybercriminals breaching Marriott Hotels, the necessity  to protect our national cybersecurity has never been more explicit.

If our government doesn’t resolve this dilemma quickly, America’s cybersecurity will undoubtedly suffer serious deterioration, inevitably endangering the lives and safety of citizens across the nation. This issue goes far beyond partisan politics, yet needs both parties to come to a consensus immediately. Time is not on our side.

24 Jan 2019

AWS launches Neo-AI, an open-source tool for tuning ML models

AWS isn’t exactly known as an open-source powerhouse, but maybe change is in the air. Amazon’s cloud computing unit today announced the launch of Neo-AI, a new open-source project under the Apache Software License. The new tool takes some of the technologies that the company developed and used for its SageMaker Neo machine learning service and brings them (back) to the open source ecosystem.

The main goal here is to make it easier to optimize models for deployments on multiple platforms — and in the AWS context, that’s mostly machines that will run these models at the edge.

“Ordinarily, optimizing a machine learning model for multiple hardware platforms is difficult because developers need to tune models manually for each platform’s hardware and software configuration,” AWS’s Sukwon Kim and Vin Sharma write in today’s announcement. “This is especially challenging for edge devices, which tend to be constrained in compute power and storage.”

Neo-AI can take TensorFlow, MXNet, PyTorch, ONNX, and XGBoost models and optimize them. AWS says Neo-AI can often speed these models up to twice their original speed, all without the loss of accuracy. As for hardware, the tools supports Intel, Nvidia, and ARM chips, with support for Xilinx, Cadence, and Qualcomm coming soon. All of these companies, except for Nvidia, will also contribute to the project.

“To derive value from AI, we must ensure that deep learning models can be deployed just as easily in the data center and in the cloud as on devices at the edge,” said Naveen Rao, General Manager of the Artificial Intelligence Products Group at Intel. “Intel is pleased to expand the initiative that it started with nGraph by contributing those efforts to Neo-AI. Using Neo, device makers and system vendors can get better performance for models developed in almost any framework on platforms based on all Intel compute platforms.”

In addition to optimizing the models, the tool also converts them into a new format to prevent compatibility issues and a local runtime on the devices where the model then runs handle the execution.

AWS notes that some of the work on the Neo-AI compiler started at the University of Washington (specifically the TVM and Treelite projects). “Today’s release of AWS code back to open source through the Neo-AI project allows any developer to innovate on the production-grade Neo compiler and runtime.” AWS has somewhat of a reputation of taking open source projects and using them in its cloud services. It’s good to see the company starting to contribute back a bit more now.

In the context of Amazon’s open source efforts, it’s also worth noting that the company’s Firecracker hypervisor now supports the OpenStack Foundation’s Kata Containers project. Firecracker itself is open source, too, and I wouldn’t be surprised if Firecracker ended up as the first open source project that AWS brings under the umbrella of the OpenStack Foundation.