Personal blog of Yzmir Ramirez

At Google I/O today Google Cloud announced Vertex AI, a new managed machine learning platform that is meant to make it easier for developers to deploy and maintain their AI models. It’s a bit of an odd announcement at I/O, which tends to focus on mobile and web developers and doesn’t traditionally feature a lot of Google Cloud news, but the fact that Google decided to announce Vertex today goes to show how important it thinks this new service is for a wide range of developers.

The launch of Vertex is the result of quite a bit of introspection by the Google Cloud team. “Machine learning in the enterprise is in crisis, in my view,” Craig Wiley, the director of product management for Google Cloud’s AI Platform, told me. “As someone who has worked in that space for a number of years, if you look at the Harvard Business Review or analyst reviews, or what have you — every single one of them comes out saying that the vast majority of companies are either investing or are interested in investing in machine learning and are not getting value from it. That has to change. It has to change.”

Image Credits: Google

Wiley, who was also the general manager of AWS’s SageMaker AI service from 2016 to 2018 before coming to Google in 2019, noted that Google and others who were able to make machine learning work for themselves saw how it can have a transformational impact, but he also noted that the way the big clouds started offering these services was by launching dozens of services, “many of which were dead ends,” according to him (including some of Google’s own). “Ultimately, our goal with Vertex is to reduce the time to ROI for these enterprises, to make sure that they can not just build a model but get real value from the models they’re building.”

Vertex then is meant to be a very flexible platform that allows developers and data scientist across skill levels to quickly train models. Google says it takes about 80% fewer lines of code to train a model versus some of its competitors, for example, and then help them manage the entire lifecycle of these models.

Image Credits: Google

The service is also integrated with Vizier, Google’s AI optimizer that can automatically tune hyperparameters in machine learning models. This greatly reduces the time it takes to tune a model and allows engineers to run more experiments and do so faster.

Vertex also offers a “Feature Store” that helps its users serve, share and reuse the machine learning features and Vertex Experiments to help them accelerate the deployment of their models into producing with faster model selection.

Deployment is backed by a continuous monitoring service and Vertex Pipelines, a rebrand of Google Cloud’s AI Platform Pipelines that helps teams manage the workflows involved in preparing and analyzing data for the models, train them, evaluate them and deploy them to production.

To give a wide variety of developers the right entry points, the service provides three interfaces: a drag-and-drop tool, notebooks for advanced users and — and this may be a bit of a surprise — BigQuery ML, Google’s tool for using standard SQL queries to create and execute machine learning models in its BigQuery data warehouse.

“We had two guiding lights while building Vertex AI: get data scientists and engineers out of the orchestration weeds, and create an industry-wide shift that would make everyone get serious about moving AI out of pilot purgatory and into full-scale production,” said Andrew Moore, vice president and general manager of Cloud AI and Industry Solutions at Google Cloud. “We are very proud of what we came up with in this platform, as it enables serious deployments for a new generation of AI that will empower data scientists and engineers to do fulfilling and creative work.”

DigitalOcean has emailed customers warning of a data breach involving customers’ billing data, TechCrunch has learned.

The cloud infrastructure giant told customers in an email on Wednesday, obtained by TechCrunch, that it has “confirmed an unauthorized exposure of details associated with the billing profile on your DigitalOcean account.” The company said the person “gained access to some of your billing account details through a flaw that has been fixed” over a two-week window between April 9 and April 22.

The email said customer billing names and addresses were accessed, as well as the last four digits of the payment card, its expiry date and the name of the card-issuing bank. The company said that customers’ DigitalOcean accounts were “not accessed,” and passwords and account tokens were “not involved” in this breach.

“To be extra careful, we have implemented additional security monitoring on your account. We are expanding our security measures to reduce the likelihood of this kind of flaw occuring [sic] in the future,” the email said.

DigitalOcean said it fixed the flaw and notified data protection authorities, but it’s not clear what the apparent flaw was that put customer billing information at risk.

In a statement, DigitalOcean’s security chief Tyler Healy said 1% of billing profiles were affected by the breach, but declined to address our specific questions, including how the vulnerability was discovered and which authorities have been informed.

Companies with customers in Europe are subject to GDPR and can face fines of up to 4% of their global annual revenue.

Last year, the cloud company raised $100 million in new debt, followed by another $50 million round, months after laying off dozens of staff amid concerns about the company’s financial health. In March, the company went public, raising about $775 million in its initial public offering. 

Google Cloud today announced the launch of a new support option for its Premium Support customers that run mission-critical services on its platform. The new service, imaginatively dubbed Mission Critical Services (MCS), brings Google’s own experience with Site Reliability Engineering to its customers. This is not Google completely taking over the management of these services, though. Instead, the company describes it as a “consultative offering in which we partner with you on a journey toward readiness.”

Initially, Google will work with its customers to improve — or develop — the architecture of their apps and help them instrument the right monitoring systems and controls, as well as help them set and raise their service-level objectives (a key feature in the Site Reliability Engineering philosophy).

Later, Google will also provide ongoing check-ins with its engineers and walk customers through tune-ups architecture reviews. “Our highest tier of engineers will have deep familiarity with your workloads, allowing us to monitor, prevent, and mitigate impacts quickly, delivering the fastest response in the industry. For example, if you have any issues–24-hours-a-day, seven-days-a-week–we’ll spin up a live war room with our experts within five minutes,” Google Cloud’s VP for Customer Experience, John Jester, explains in today’s announcement.

This new offering is another example of how Google Cloud is trying to differentiate itself from the rest of the large cloud providers. Its emphasis today is on providing the high-touch service experiences that were long missing from its platform, with a clear emphasis on the needs of large enterprise customers. That’s what Thomas Kurian promised to do when he became the organization’s CEO and he’s clearly following through.

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When Amazon Web Services launched QuickSight, its business intelligence service, back in 2016 the company wanted to provide product information and customer information for business users — not just developers.

At the time, the natural language processing technologies available weren’t robust enough to give customers the tools to search databases effectively using queries in plain speech.

Now, as those technologies have matured, Amazon is coming back with a significant upgrade called QuickSight Q, which allows users to just ask a simple question and get the answers they need, according to Andy Jassy’s keynote at AWS re:Invent.

“We will provide natural language to provide what we think the key learning is,” said Jassy. “I don’t like that our users have to know which databases to access or where data is stored. I want them to be able to type into a search bar and get the answer to a natural language question.

That’s what QuickSight Q aims to do. It’s a direct challenge to a number of business intelligence startups and another instance of the way machine learning and natural language processing are changing business processes across multiple industries.

“The way Q works. Type in a question in natural language [like]… ‘Give me the trailing twelve month sales of product X?’… You get an answer in seconds. You don’t have to know tables or have to know data stores.”

It’s a compelling use case and gets at the way AWS is integrating machine learning to provide more no-code services to customers. “Customers didn’t hire us to do machine learning,” Jassy said. “They hired us to answer the questions.”

Inrupt, the startup from World Wide Web founder Tim Berners-Lee, announced an enterprise version of the Solid privacy platform today, which allows large organizations and governments to build applications that put users in control of their data.

Berners-Lee has always believed that the web should be free and open, but large organizations have grown up over the last 20 years that make their money using our data. He wanted to put people back in charge of their data, and the Solid open source project, developed at MIT, was the first step in that process.

Three years ago he launched Inrupt, a startup built on top of the open source project, and hired John Bruce to run the company. The two shared the same vision of shifting data ownership without changing the way websites get developed. With Solid, developers use the same standards and methods of building sites, and these applications will work in any browser. What Solid aims to do is alter the balance of data power and redirect it to the user.

“Fast forward to today, and we’re releasing the first significant technology as the fruits of our labor, which is an enterprise version of Solid to be deployed at scale by large organizations,” Bruce explained.

The core idea behind this approach is that users control their data in online storage entities called Personal Online Data Stores or Pods for short. The enterprise version consists of Solid Server to manage the Pods, and developers can build applications using an SDK to take advantage of the Pods and access the data they need to do a particular job like pay taxes or interact with a healthcare provider. Bruce points out that the enterprise version is fully compatible with the open source Solid project specifications.

The company has been working with some major organizations prior to today’s release including the BBC and National Health Service in the UK and the Government of Flanders in Belgium as they have been working to bring this to market.

To give you a sense of how this works, the National Health Service has been building an application for patients interacting with them, who using Solid can control their health data. “Patients will be able to permit doctors, family or at-home caregivers to read certain data from their Solid Pods, and add caretaking notes or observations that doctors can then read in order to improve patient care,” the company explained.

The difference between this and more conventional web or phone apps is that it is up to the user who can access this information and the application owner has to ask the user for permission and the user has to explicitly grant it and under what conditions.

The startup launched in 2017 and has raised about $20 million so far. Bruce and Berners-Lee understand that for this to take root, it has to be easy to use, be standards-based and and have the capacity to handle massive scale. Anyone can download and use the open source version of Solid, but by having an enterprise version, it gives large organizations like the ones they have been working with the support, security and scale that these companies require.

With a large part of the working world doing jobs from home when possible these days, the focus right now is on how best to recreate the atmosphere of an office virtually, and how to replicate online essential work that used to be done in person. Today, href=”http://linkedin.com” target=”_blank” rel=”noopener noreferrer”>LinkedIn announced a couple of big new feature updates that point to how it’s trying to play a part in both of these: it’s launching a new Polls feature for users to canvas opinions and get feedback; and it’s launching a new “LinkedIn Virtual Events” tool that lets people create and broadcast video events via its platform.

Despite now being owned by Microsoft, interestingly it doesn’t seem that the Virtual Events service taps into Teams or Skype, Microsoft’s two other big video products that it has been pushing hard at a time when use of video streaming for work, education and play is going through the roof.

The polls feature — you can see an example of one in the picture below, or respond to that specific poll here — is a quick-fire and low-bar way of asking a question and encouraging engagement: LinkedIn says that a poll takes only about 30 seconds to put together, and responding doesn’t require thinking of something to write, but gives the respondent more of a ‘voice’ than he or she would get just by providing a “like” or other reaction.

But as with some of the other social features that LinkedIn has implemented over the years, its timing has not been quite right. With polls, you might say it’s been frustratingly late… or you might say it left the party too early.

The feature was first spotted by developer and app digger Jane Manchun Wong a couple of weeks ago, but it comes years after Twitter and Facebook have had polls in place on their platforms. I’d say it’s taken LinkedIn years to catch up, but actually it had polls in place years ago, yet chose to sunset the feature, back in 2014.

You could argue that LinkedIn miscalled the direction that social would go with engagement, or that it took too long to resuscitate the experience, or that the novelty of the concept that now worn off. Or you might say that LinkedIn has picked just the right time to bring it back, at a time when people are spending more time online than ever and are looking for more ways of varying the experience and interacting.

Those creating polls will be given the option in the menu of items when starting a new post. They can add four choices/options into the poll answers, and decide how long they would like for the poll to stay up, in a range of 24 hours to two weeks. You can also write an introduction post to accompany your poll with hashtags to come up in more searches.

Two important distinctions with LinkedIn Polls as you can see above are that you are polling a very specific audience of people in your professional circle, and those people can both respond to the poll but also include comments and reactions. Both of these set the feature as it works on LinkedIn apart from the others and should give it some… engagement.

The polls feature is getting rolled out (again) starting today.

The LinkedIn Virtual Events feature, meanwhile, falls into a similar placement as polls: it’s a way of getting people to engage more on LinkedIn, it taps into trends that are huge outside of the platform — in this case, videoconferencing — and it’s something that is coming surprisingly late to LinkedIn, given its existing product assets.

But is also potentially — potentially, because Live is still in an invite-only phase — going to prove very popular because it’s filling a very specific need.

LinkedIn Virtual Events is a merger of two products that LinkedIn launched last year, a live video broadcasting tool called LinkedIn Live, and its efforts to foster a sideline in offline, in person networking with LinkedIn Events. The idea here is that while physical events have been put on pause in the current climate — many cities have made group activities illegal in an attempt to slow the spread of the novel coronavirus — you can continue to use LinkedIn Events to plan them, but now carry them out over the Live platform. 

Given how huge the conferencing industry has become, I am guessing that we will be seeing a lot of attempts at recreating something of those events in a virtual, online context. LinkedIn’s take on the challenge — via Virtual Events — could therefore become a strong contender to host these.

When LinkedIn first launched Events I did ask the company whether it planned to expand them online using live, and indeed that did seem to be the plan. LinkedIn now says that it “accelerated” its product roadmap — unsurprising, given the current market — to merge the two products for targeted audiences.

That’s why we accelerated our product roadmap to bring you a tighter integration between LinkedIn Events and LinkedIn Live, turning these two products into a new virtual events solution that enables you to stay connected to your communities and meet your customers wherever they are. This new offering is designed to help you strengthen relationships with more targeted audiences.

This is not a simple integration, I should point out: LinkedIn is working with third-party broadcasting partners — the initial list includes Restream, Wirecast, Streamyard and Socialive — to raise the level of production quality, which will be essential especially if you are asking people to pay for events, and if you have any hope of replicating some of the networking other features that are cornerstones of conferencing and other in-person events.

It’s also building on what has been a successful product so far for LinkedIn: the company says that Live has 23X more comments per post and 6X more reactions per post than simple native video.

Google Cloud today announced its plans to open four new data center regions. These regions will be in Delhi (India), Doha (Qatar), Melbourne (Australia) and Toronto (Canada) and bring Google Cloud’s total footprint to 26 regions. The company previously announced that it would open regions in Jakarta, Las Vegas, Salt Lake City, Seoul and Warsaw over the course of the next year. The announcement also comes only a few days after Google opened its Salt Lake City data center.

GCP already had a data center presence in India, Australia and Canada before this announcement, but with these newly announced regions, it now offers two geographically separate regions for in-country disaster recovery, for example.

Google notes that the region in Doha marks the company’s first strategic collaboration agreement to launch a region in the Middle East with the Qatar Free Zones Authority. One of the launch customers there is Bespin Global, a major managed services provider in Asia.

“We work with some of the largest Korean enterprises, helping to drive their digital transformation initiatives. One of the key requirements that we have is that we need to deliver the same quality of service to all of our customers around the globe,” said John Lee, CEO, Bespin Global. “Google Cloud’s continuous investments in expanding their own infrastructure to areas like the Middle East make it possible for us to meet our customers where they are.”

Shout out to all the savvy enterprise software startuppers. Here’s a quick, two-part money-saving reminder. Part one: TC Sessions: Enterprise 2019 is right around the corner on September 5, and you have only two days left to buy an early-bird ticket and save yourself $100. Part two: for every Session ticket you buy, you get one free Expo-only pass to TechCrunch Disrupt SF 2019.

Save money and increase your ROI by completing one simple task: buy your early-bird ticket today.

About 1,000 members of enterprise software’s powerhouse community will join us for a full day dedicated to exploring the current and future state of enterprise software. It’s certainly tech’s 800-pound gorilla — a $500 billion industry. Some of the biggest names and brightest minds will be on hand to discuss critical issues all players face — from early-stage startups to multinational conglomerates.

The day’s agenda features panel discussions, main-stage talks, break-out sessions and speaker Q&As on hot topics including intelligent marketing automation, the cloud, data security, AI and quantum computing, just to name a few. You’ll hear from people like SAP CEO Bill McDermott; Aaron Levie, Box co-founder; Jim Clarke, director of Quantum Hardware at Intel and many, many more.

Customer experience is always a hot topic, so be sure to catch this main-stage panel discussion with Amit Ahuja (Adobe), Julie Larson-Green (Qualtrics) and Peter Reinhardt (Segment):

The Trials and Tribulations of Experience Management: As companies gather more data about their customers and employees, it should theoretically improve their experience, but myriad challenges face companies as they try to pull together information from a variety of vendors across disparate systems, both in the cloud and on prem. How do you pull together a coherent picture of your customers, while respecting their privacy and overcoming the technical challenges?

TC Sessions: Enterprise 2019 takes place in San Francisco on September 5. Take advantage of this two-part money-saving opportunity. Buy your early-bird ticket by August 16 at 11:59 p.m. (PT) to save $100. And score a free Expo-only pass to TechCrunch Disrupt SF 2019 for every ticket you buy. We can’t wait to see you in September!

Interested in sponsoring TC Sessions: Enterprise? Fill out this form and a member of our sales team will contact you.

Early-stage enterprise startup founders listen up. That sound you hear is opportunity knocking. Answer the call, open the door and join us for TC Sessions: Enterprise on September 5 in San Francisco. Our day-long conference not only explores the promises and challenges of this $500 billion market, it also provides an opportunity for unparalleled exposure.

How’s that? Buy a Startup Demo Package and showcase your genius to more than 1,000 of the most influential enterprise founders, investors, movers and shakers. This event features the enterprise software world’s heaviest hitters. People like SAP CEO Bill McDermott; Aaron Levie, Box co-founder, chairman and CEO; and George Brady, executive VP in charge of technology operations at Capital One.

Demo tables are reserved for startups with less than $3 million, cost $2,000 and include four tickets to the event. We have a limited number of demo tables available, so don’t wait to introduce your startup to this very targeted audience.

The entire day is a full-on deep dive into the big challenges, hot topics and potential promise facing enterprise companies today. Forget the hype. TechCrunch editors will interview founders and leaders — established and emerging — on topics ranging from intelligent marketing automation and the cloud to machine learning and AI. You’ll hear from VCs about where they’re directing their enterprise investments.

Speaking of investors and hot topics, Jocelyn Goldfein, a managing director at Zetta Venture Partners, will join TechCrunch editors and other panelists for a discussion about the growing role of AI in enterprise software.

Check out our growing (and amazing, if we do say so ourselves) roster of speakers.

Our early-bird pricing is still in play, which means tickets cost $249 and students pay only $75. Plus, for every TC Sessions: Enterprise ticket you buy, we’ll register you for a complimentary Expo Only pass to TechCrunch Disrupt SF on October 2-4.

TC Sessions: Enterprise takes place September 5 at San Francisco’s Yerba Buena Center for the Arts. Buy a Startup Demo Package, open the door to opportunity and place your early-stage enterprise startup directly in the path of influential enterprise software founders, investors and technologists.

Looking for sponsorship opportunities? Contact our TechCrunch team to learn about the benefits associated with sponsoring TC Sessions: Enterprise 2019.

Every startupper we’ve ever met loves a great deal, and so do we. That’s why we’re celebrating Prime day with a 48-hour flash sale on tickets to TC Sessions: Enterprise 2019, which takes place September 5 at the Yerba Buena Center for the Arts in San Francisco.

We’re talking a classic BOGO — buy-one-get-one — deal that starts today and ends tomorrow, July 16, at 11:59 p.m. (PT). Buy one early-bird ticket ($249) and you get a second ticket for free. But this BOGO goes bye-bye in just 48 hours, so don’t wait. Buy your TC Sessions: Enterprise tickets now and save.

Get ready to join more than 1,000 attendees for a day-long, intensive experience exploring the enterprise colossus — a tech category that generates hundreds of new startups, along with a steady stream of multibillion-dollar acquisitions, every year.

What can you expect at TC Sessions: Enterprise? For starters, you’ll hear TechCrunch editors interview enterprise software leaders, including tech titans, rising founders and boundary-breaking VCs.

One such titan, George Brady — Capital One’s executive VP in charge of tech operations — will join us to discuss how the financial institution left legacy hardware and software behind to embrace the cloud. Quite a journey in such a highly regulated industry.

Our growing speaker roster features other enterprise heavy-hitters, including Aaron Levie, Box co-founder and CEO; Aparna Sinha, Google’s director of product management for Kubernetes and Anthos; Jim Clarke, Intel’s director of quantum hardware; and Scott Farquhar, co-founder and co-CEO of Atlassian.

Looking for in-depth information on technical enterprise topics? You’ll find them in our workshops and breakout sessions. Check out the exhibiting early-stage enterprise startups focused on disrupting, well, everything. Enjoy receptions and world-class networking with other founders, investors and technologists actively building the next generation of enterprise services.

TC Sessions: Enterprise 2019 takes place September 5, and we pack a lot of value into a single day. Double your ROI and take advantage of our 48-hour BOGO sale. Buy your ticket before July 16 at 11:59 p.m. (PT) and get another ticket free. That’s two tickets for one early-bird price. And if that’s not enough value, get this: we’ll register you for a free Expo-only pass to Disrupt SF 2019 for every TC Sessions: Enterprise ticket you purchase (mic drop).

Interested in sponsoring TC Sessions: Enterprise? Fill out this form and a member of our sales team will contact you.