May
18
2021
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Google Cloud launches Vertex AI, a new managed machine learning platform

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.”

Jun
18
2020
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Intercom announces the promotion of Karen Peacock to CEO

Three years ago almost to the day, Intercom announced that it was bringing former Intuit exec Karen Peacock on board as COO. Today, she got promoted to CEO, effective July 1. Current CEO and company co-founder Eoghan McCabe will become Chairman.

As it turns out, these moves aren’t a coincidence. McCabe had been actively thinking about a succession plan when he hired Peacock. “When I first started talking to Eoghan three years ago, he shared with me that his vision was to hire someone as COO, who could then become the CEO at the right time and he could transition into the chairman role,” Peacock told TechCrunch .

She said while the idea was always there, they didn’t feel the need to rush the process. “We were just looking for whatever the right time was, and it wasn’t something we were expected to do in the first year or two. And now is really the right time to transition with all of the momentum that we’re seeing in the market,” she said.

She said as McCabe makes the transition away from running the company he helped found, he will still be around, and they will continue working together on things like product and marketing strategy, but Peacock brings a pedigree of her own to the new role.

Not only has she been in charge of commercial aspects of the Intercom business for the past three years, prior to that she was SVP at Intuit where she ran small business products that included QuickBooks, and grew it from a $500 million business to a hefty $2.5 billion during her tenure.

McCabe says that experience was one of the reasons he spent six months trying to convince Peacock to become COO at Intercom in 2017. “It’s really hard to find a leader that’s as well rounded, and as unique as Karen is. You know she doesn’t actually fit your typical very experienced operator,” he said. He points to her deep product background, calling her a “product nerd,” and her undergraduate degree in applied mathematics from Harvard as examples.

In spite of the pandemic, she’s taking over a company that’s still managing to grow. The company’s business messenger products, which enable companies to chat with customers online, have become increasingly important during the pandemic with many brick-and-mortar businesses shut down and the majority of business is being conducted digitally.

“Our overall revenue is $150 million in annual recurring revenue, and a supporting data point to what we were just talking about is that our new business to up market customers through our sales teams has doubled year over year. So we’re really seeing some quite nice acceleration there,” she said.

Peacock says she wants to continue building the company and using her role to build a diverse and inclusive culture. “I believe that [diversity and inclusion] is not one person’s job, it’s all of our jobs, but we have one person who’s the center post of that (a head of D&I). And then we work with outside consulting firms as well to just try and stay in a place where we understand all of what’s possible and what we can do in the world.”

She adds, “I will say that we need to make more progress on diversity and inclusion. I wouldn’t step back and pat ourselves on the back and say we’ve done this perfectly. There’s a lot more that we need to do, and it’s one of the things that I’m very excited to tackle as CEO.”

According to a February Wall Street Journal article, less than 6% of women hold CEO jobs in the U.S. Peacock certainly sees this and wants to continue to mentor women as she takes over at Intercom. “It is something that I’m very passionate about. I do speak to various different groups of up and coming women leaders, and I mentor a group of women outside of Intercom,” she said. She also sits on the board at Dropbox with other women leaders like Condoleezza Rice and Meg Whitman.

Peacock says that taking over during a pandemic makes it interesting, and instead of visiting the company’s offices, she’ll be doing a lot of video conferences. But neither is she coming in cold to the company having to ramp up on the business side of things, while getting to know everyone.

“I feel very fortunate to have been with Intercom for three years, and so I know all the people and they all know me. And so I think it’s a lot easier to do that virtually than if you’re meeting people for the very first time. Similarly, I also know the business very well, and so it’s not like I’m trying to both ramp up on the business and deal with a pandemic,” she said.

Jul
02
2015
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Harvard Reveals It Had An IT Breach In June Impacting 8 Colleges And Administrations

Harvard A seventeenth-century university has become the victim of a twenty-first-century crime. Harvard University on Wednesday announced that on June 19, it discovered a breach in the IT systems of its Faculty of Arts and Sciences and Central Administration, currently impacting eight different schools and administrative organizations at the university. A copy of the memo from Anne Margulies, VP… Read More

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