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World Refugee Day: Tech companies, together, can strengthen the safety net

Please don’t create the next trafficking app.” Those were the words I heard a few months ago when I visited a large international humanitarian organization as it focused on helping refugee children from Ukraine. The point of that statement was that too often and despite our best intentions, private sector technology companies, including us, jump in to help during crisis situations without first understanding the ecosystem of standards, privacy, and security necessary for nonprofits to best provide services to the vulnerable populations they serve.

For instance, a single application built for a single organization and point in time too often ends up contributing to a fractured ecosystem of applications that prevents scaled impact.

One of the things I learned by spending 10 years working at a large global health NGO, is that digital technology cannot solve complex social issues by itself. Technology is a tool, a valuable tool even, but it is also best used when part of a systems-based approach inclusive of policy, standards, program delivery, and cross-sector alignment. It requires strong public-private partnership, certainly, but also requires private sector companies to collaborate in areas where they naturally compete.

Today, on World Refugee Day, during this year of all years, we are committed to increasing our investments in innovation partnerships to help the millions of refugees across the world. We will do this through continued support of NGOs (nongovernmental organizations) as they work tirelessly to support personal safety, health, housing, and family reunification. We will do this by working together across sectors – NGO, public, and private to partner effectively and thoughtfully. And, we are recommitting to aligning with others on standards that benefit refugees. This means, we are committed to partnering across the tech sector to drive lasting impact in the humanitarian space.

These partnerships do work. We recently contributed to a collaboration led by NetHope and its members to establish a common data schema for delivering humanitarian aid to refugees and rural communities. Collaboratively, 15 international humanitarian aid organizations and a dozen private sector companies developed the Frontline Humanitarian Logistics data model, a new data standard designed to create sustainable, interoperable technology capability for the humanitarian community.

We also see tremendous public private partnership driving lasting solutions in the response to the war in Ukraine. As millions of refugees streamed out of Ukraine, many companies leaned in to help. There was an immediate need to align volunteers to refugees in need of services, healthcare, education, and housing.

Where private sector technology companies may normally compete, we have agreed to collaborate in these instances to create lasting solutions that align to international security and privacy standards. We agree to prevent inadvertently contributing to a fractured ecosystem of applications that expose the data of vulnerable populations.

We realize the nuances and challenges around engaging and recognize we don’t have all of the answers. Progress depends on us continuing to work together with our partners to share learnings. Refugees deserve all our attention, lasting support, and for us, as competitors, to align and collaborate for the greater purpose – their survival.

Learn more about Microsoft’s efforts, and reflections on World Refugee Day from Kate Behncken, Vice President, Microsoft Philanthropies

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How Immersive Reader helped one student with dyslexia gain the confidence to succeed in school and life

Thanks to the evolution of education technology, more students with learning difficulties are finding accommodations that help them thrive in the classroom and in life.

That was the experience of Elle-Mae (Elle) Taylor. The third-year student at a United Kingdom university learned during her first year there that she had dyslexia, but it was prior to that when she discovered Immersive Reader, a digital learning tool from Microsoft that helped address some of the challenges she was having in school. The tool not only improved her confidence and well-being as her learning-related stress declined, but also opened more possibilities for her future, including her options for higher education and perceptions about career choice.

“What Immersive Reader did was give me the ability to be on the same level as everyone else,” she says. It “helped me address certain challenges and made me more successful.”

Elle’s journey toward discovering her full potential as someone who just needed the right tools, techniques, and attention to improve her reading and writing shows how greater awareness and accessible technologies can make a big impact in students’ learning and broader lives, including people without learning differences. In the U.S. alone, 2.5 million students have learning disabilities—such as dyslexia, dysgraphia, and dyscalculia—that can affect their academic performance and progress and can contribute to emotional struggles. That grows significantly when including students in the United Kingdom and entire world. But assistive technology can also support how students feel about their learning and performance in areas where they struggle.

Some of Elle’s earlier school memories include being treated as less capable than others. She had messy handwriting and trouble with things like expressing her thoughts clearly in writing exams, so her educators encouraged her to focus less on academics and more on sports and performing arts. Though talented in the arts, she had a more academic career in mind and wondered if her love of technology—which she excelled at and found innovative and creative—could somehow intersect with that. She became a student eager to learn and perform better but discouraged by what felt like a lack of support and solutions.

This persisted in part because a diagnosis of dyslexia eluded Elle until she attended university. Though she’d always known it took her more time to process certain work, it wasn’t among the most common struggles she’d heard were tied to dyslexia, such as seeing or writing jumbled words on a page.

Things changed when Elle was introduced to Immersive Reader, which happened when she started using a computer for her studies during the latter part of high school, known as the “Sixth form” in the United Kingdom.  Her school’s accessibility services department made her aware of the tool, which she says changed the course of her life forever.

Immersive reader supports diverse learning styles.

Elle became able to recognize her mistakes and refine her work using a variety of Immersive Reader features that she learned about over time. She used a page color feature that changes the background color of the page and line focus to allow users to better concentrate on one sentence of text at a time, and the Read Aloud function, which uses text-to-speech to help users hear what their writing sounds like. These and other features helped her better understand online texts she had to read for school and tackle sentence structure. Previously, when she had to hand-write for homework and exams, she’d have to spend extra time thinking through how. But features such as Dictation in Word allowed her to write essays by speaking them into her computer, which made it easier to get ideas down and then check for accuracy and clarity by hearing it with Read Aloud.

Immersive Reader also helped Elle’s self-expression. “It really transformed the success of my essays. I came out of A-Levels [Advanced Level Qualifications] getting the highest mark you can get,” she says. This reshaped her future. “When I started getting better grades, I was able to go to a really good university.” 

That gave Elle easier access to the learning disability assessment she needed to reveal dyslexia. “When I had my dyslexia assessment, I was told that my reading and writing was really good, so it was almost like I had been overcoming a lot of the challenges by myself.”

Elle’s career outlook changed course. Because she could use assistive technology like Immersive Reader while taking courses on data and information systems, she was able to explore more options and pursue technology as she’d hoped. And her increased confidence “led me to be able to apply for other types of jobs in tech or business,” Elle says. She applied for an internship at Microsoft, hoping to learn and do more within the realm of using technology to increase student accessibility and equity.

Now, Elle is thriving as a Microsoft intern and still uses Immersive Reader to check emails before sending, and in other small ways in everyday life. At Microsoft, Elle has been involved in a variety of work. She has presented with the Microsoft Education Team to help customers determine which Microsoft Education solutions, including the accessibility tools, could benefit them.  She has also founded a TechHer Coding Day, ensuring the day was accessible, to provide resources and guidance aimed at encouraging more women and non-binary students to pursue a career in technology.

“I think it can help in so many ways,” Elle says of Immersive Reader, including alleviating pressure on students who “are so stressed and exhausted” these days. “It could help any student. I don’t think they need to have dyslexia or another learning difficulty,” says Elle. “I think if more students knew about it, they would use it.”

With Microsoft’s built-in learning tools, students everywhere can have the assistive technology they need. Learn more about how Microsoft learning tools might benefit your students.

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We’re expanding our employee experience platform Microsoft Viva to include new capabilities to meet the needs of specific roles, with the introduction of Viva Sales.

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Introducing Microsoft Defender, an easy-to-use protection app that helps keep your family safe from online threats

Today’s sophisticated cyber threats require a modern approach to security. And this doesn’t apply only to enterprises or government entities—in recent years we’ve seen attacks increase exponentially against individuals. There are 921 password attacks every second.1 We’ve seen ransomware threats extending beyond their usual targets to go after small businesses and families. And we know, as bad actors become more and more sophisticated, we need to increase our personal defenses as well.

That is why it is so important for us to protect your entire digital life, whether you are at home or work—threats don’t end when you walk out of the office or close your work laptop for the day. We need solutions that help keep you and your family secure in how you work, play, and live.

That’s why I’m excited to share the availability of Microsoft Defender for individuals, a new online security application for Microsoft 365 Personal and Family subscribers. We believe every person and family should feel safe online. This is an exciting step in our journey to bring security to all and I’m thrilled to share with you more about this new app, available with features for you to try today.

Introducing Microsoft Defender

As our digital footprints grow, and with more devices and family members online, protecting your personal data and devices becomes more important than ever. On top of that, you and your family’s device preferences may result in Windows, iOS, Android, and macOS devices all represented in a single household—I know from personal experience in my own family. As threats grow more sophisticated, and time spent online has increased during the pandemic, we are more vulnerable than ever.  

To help keep your data private and devices secure, people often turn to multiple security products, with scattered security monitoring and device management. This fragmentation makes keeping up with increasing online threats even harder.

We must evolve our security solutions to meet unique customer needs at home and work by bringing together existing technologies in a new way. That is why we are introducing Microsoft Defender for individuals. It was built on our Microsoft Defender for Endpoint technology, leveraging the same trusted security that enterprises rely on. It joins our comprehensive set of security products and services as the newest member of our family of Microsoft Defender solutions and extends the protection already built into Windows Security.

What does Microsoft Defender do?

Microsoft Defender is simplified online security that meets you and your family where you are by bringing multiple protections together into a single dashboard. It provides online protection across the devices you and your family use. It offers tips and recommendations to strengthen your protection further. And, as you grow your digital footprint by adding family members and devices, Defender grows with you and keeps your defenses up-to-date using trusted technology.  

This seamless solution, which includes continuous antivirus and anti-phishing protection for your data and devices, will enable you to:

  • Manage your security protections and view security protections for everyone in your family, from a single easy-to-use, centralized dashboard.2
  • View your existing antivirus protection (such as Norton or McAfee). Defender recognizes these protections within the dashboard.
  • Extend Windows device protections to iOS, Android, and macOS devices for cross-platform malware protection on the devices you and your family use the most.3, 4
  • Receive instant security alerts, resolution strategies, and expert tips to help keep your data and devices secure.5

This is just the start. As we look forward, we will continue to bring more protections together under a single dashboard, including features like identity theft protection and secure online connection. Microsoft Defender is simplified online security that grows with you and your family to help keep you safe. 

Try it today!

The expansion of our security portfolio with Microsoft Defender for individuals is the natural and exciting progression in our journey as a security company. The Microsoft Defender app is available to Microsoft 365 subscribers beginning today, across Windows, macOS, iOS, and Android. It was shaped based on the thoughts and feedback from so many families and people who use our products, and we are so excited to have this available today. Read more about the value to Microsoft 365 subscribers and the journey to get here from the Microsoft 365 team, or try Microsoft Defender today. There is so much more to come, and we look forward to sharing more on this journey to make the world a safer place for all!

To learn more about Microsoft Security solutions, visit our website. Bookmark the Security blog to keep up with our expert coverage on security matters. Also, follow us at @MSFTSecurity for the latest news and updates on cybersecurity.


1According to Microsoft Azure Active Directory (Azure AD) authentication log data. 2022. 

2App requires a Microsoft 365 Family or Personal subscription and is available as a separate download. 

3App is available on Windows, macOS, Android, and iOS in select Microsoft 365 Family or Personal billing regions.

4New malware protection is not available where these protections exist on iOS and Windows.

5Security tips are available on Windows and macOS only.

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ID@Xbox Summer Game Fest Demo event starts June 21

It’s summer time and we’ve got another scorching hot line-up of game demos ready just for you! This will be our third [email protected] Summer Game Fest Demo event as part of Geoff Keighley’s Summer Game Fest promotion. Starting June 21st and running through June 27th, you’ll be able to play over 30 demos of upcoming unreleased games for Xbox Series X|S and Xbox One!

A few things to keep in mind:

  • These demos will only be up on the Xbox Dashboard for a week. Some might be re-published to the Demo channel later, but many will simply disappear at the end of the week, so check them out while you can.
  • The developers would love to hear what you think. Hit them up on social media or through their websites. If you like the game – tell them! If you have constructive criticism, they would love to hear that too.
  • These “game demos” are not the norm. Typically, the demos you see in our Demo channel are created after the game is completed (or nearly completed) and represents an almost final to final version. Think of these as akin to “show floor demos” and not necessarily indicative of the final product. What that means is that you’ll get to experience these games early – some way early – which is awesome since you’ll have the chance to provide your feedback! You should also note that these games will continue to evolve and be polished as they near release.

We’ll announce the full list closer to June 21st, but here are some titles you’ll want to keep in mind:

Batora: Lost Haven

The physical and mental powers of a naive and reckless girl who lost everything are the only weapons to save the Earth from oblivion. Jump on a journey across colorful and mesmerizing planets in this fast-paced adventure where your conscience will carry the weight of your decisions.

Broken Pieces

Broken Pieces is a psychological thriller taking place in a French coastal village somehow outside the flow of time. Solve the mysteries by putting the pieces of the story back together by figuring out the enigma behind this mystical place.

Severed Steel

A stylish single-player FPS featuring a fluid stunt system, destructible voxel environments, loads of bullet time, a unique one-armed protagonist, and a dark electronic soundtrack.

Tinykin

Catch hundreds of tinykin and use their unique powers to bring Milo back to his home planet and back to normal size!

There will be so many unique games to discover and enjoy! When you get the chance to check it out, we’d love to hear what you think. Connect with us on TwitterInstagramDiscordTwitch, and YouTube. Stay tuned to Xbox Wire to learn more about what Team Xbox has planned and as always, have an amazing summer of gaming!

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Introducing Viva Sales, a modern way of selling that brings together any CRM, Microsoft 365 and Teams

Today we’re introducing Viva Sales, a new seller experience application that brings together any customer relationship management technology (CRM), Microsoft 365 and Teams to provide a more streamlined and AI-powered selling experience. The past two years have changed the way we work. Employees are demanding more from their employers in today’s hybrid world – from the tools they use to the hours and the places that they work. For sellers, the hybrid work environment means spending more time in video conferences, chats, email and documents to connect with customers and close deals.

Salespeople also need to access their CRM system – as well as multiple applications and databases – several times a day to stay on top of their accounts. This adds up to dozens of interruptions as they navigate among these disparate applications and the collaboration and productivity tools they’re using to accomplish administrative tasks, collaborate internally and work on deals. Yet, all sellers really want is to spend more time with their customers.

But what if everything a salesperson needed to do their job was brought together in one place – where they already spend most of their day – in calls, meetings and chats? What if their customer records, data and tasks were intelligently organized and accessible in the tools they use every day? What if the collaboration environment sellers use to talk to customers automatically provides the next best action and sentiment analysis?

How much more impact could sellers have, and how much more time could they spend with customers? How would it improve their selling experience? And how much more revenue could they drive for their company?

This is what led us to develop Viva Sales, a new seller experience application.

Viva Sales enriches your CRM and brings intelligence back to the seller

Viva Sales is a new modern way of selling. As a smart CRM companion, Viva Sales makes sellers’ lives easier while enriching their CRM. Think about all the customer and deal insights that are already in Outlook, Teams and Office applications like Word, Excel and PowerPoint, but never make it into the CRM system. These insights are hard to capture because the seller is tasked with entering data manually.

By enhancing the CRM system with customer engagement data from Microsoft 365 and Teams along with the power of artificial intelligence (AI), Viva Sales empowers sellers to be more connected with their customers, resulting in more personalized customer engagements and closed deals faster. This happens through a simple customer tagging feature, which automates the data capture, saves the seller time, and provides their organization with a more complete picture of deal and customer status. With AI embedded throughout, Viva Sales is like a sales coach to move deals along with recommendations and reminders. This intelligence layer provides sellers the information they need to help them be more productive.

The future of selling isn’t a new system to learn. It’s bringing the information sellers need at the right time, with the right context, into the tools they are familiar with so their work experience can be streamlined. Viva Sales builds on Microsoft Viva, launched last year, which provides an integrated employee experience platform that supports everyone throughout their employee journey. Viva brings together communications, knowledge, learning, goals and insights to empower every person and team to achieve more from anywhere. Now with Viva Sales, we’re delivering the first role-based Viva application specifically designed to meet sellers’ needs.

Reimagining the sales experience

With Viva Sales, we are reimagining sales, empowering salespeople with AI-driven insights and data automation right in the flow of work – in the productivity and collaboration tools millions are already using every day – Microsoft 365 and Teams.

As Microsoft’s Chief Commercial Officer, I’m especially excited for today’s announcement. Viva Sales delivers on what customers and individual sellers have been asking for, and I’m looking forward to rolling out Viva Sales across my entire organization.

Learn more about Viva Sales on the Viva Sales product website.

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Microsoft announces Viva Sales, redefining the seller experience and enhancing productivity

Viva Sales works with any seller’s CRM to automate data entry and brings AI-powered intelligence to sellers in Microsoft 365 and Microsoft Teams

REDMOND, Wash. — June 16, 2022 On Thursday, Microsoft Corp. announced Microsoft Viva Sales, a new seller experience application. Viva Sales enriches any CRM system with customer engagement data from Microsoft 365 and Microsoft Teams, and leverages AI to provide personalized recommendations and insights for sellers to be more connected with their customers. This helps sellers more seamlessly personalize their customer engagements toward faster deal closure.

Employees are demanding more from their employers in today’s hybrid world — from the tools they use, to the hours and locations they work. This is especially true for salespeople. Viva Sales enables sellers to capture insights from across Microsoft 365 and Teams, eliminate manual data entry, and receive AI-driven recommendations and reminders — all the while staying in the flow of work. Viva Sales streamlines the seller experience by surfacing the insights with the right context within tools salespeople already use, saving sellers time and providing the organization with a more complete view of the customer.

“The future of selling isn’t a new system. It’s bringing the information sellers need at the right time, with the right context, into the tools they know, so their work experience can be streamlined,” said Judson Althoff, Executive Vice President and Chief Commercial Officer at Microsoft. “Empowering sellers to spend more time with their customers has been our goal — and we’ve done that by reimagining the selling experience with Viva Sales.”

“Sellers rely on digital collaboration and productivity tools to connect with customers and close deals, but a lot of the insights they uncover with these tools don’t make it into the CRM,” said Paul Greenberg, founder and managing principal, The 56 Group. “Microsoft is taking on this challenge by offering a solution that complements the CRM. Viva Sales automates the busy work, captures critical information about the customer and helps sellers get the job done.”

Reimagining the seller experience

Viva Sales builds on Microsoft Viva, which was launched last year. Viva provides an integrated employee experience platform that brings together communications, knowledge, learning, goals and insights to empower every person and team to be their best from anywhere. Viva Sales delivers the first role-based Viva application designed specifically for sellers:

  • Viva Sales provides tools for sellers to do their jobs, while providing the insights that sales leadership needs. As sellers are working, they can tag customers in Outlook, Teams or Office applications like Excel, and Viva Sales will automatically capture it as a customer record, layered with all relevant data about the customer. Being able to automatically capture this level of customer engagement data was not available previously. This data can easily be shared with team members while collaborating in Office and Teams without retyping or looking it up in a CRM.
  • Powered by data and AI, Viva Sales recommends next steps to progress a customer through the sales funnel, prioritizes work and next steps, and enables sellers to access full history and customer interaction materials. Real-time customer insights provide a deeper understanding of where each customer is in their purchase journey, and how to guide the relationship.
  • Viva Sales also provides AI-driven recommendations to enable sellers to enhance their customer engagement — optimizing follow-through with next best steps, actionable reminders, and recommendations to accelerate and close more sales.  Viva Sales is using Context IQ, announced last fall, to ensure relevant content is connected across Microsoft apps and services — like Dynamics 365 and Microsoft 365 — so sellers save time and stay in the flow of work.

With Viva Sales, we are creating a new category of application addressing the selling experience. Microsoft is uniquely positioned to offer this type of application within the productivity and collaboration apps employees are already using.

To learn more, visit the Official Microsoft Blog.

Microsoft (Nasdaq “MSFT” @microsoft) enables digital transformation for the era of an intelligent cloud and an intelligent edge. Its mission is to empower every person and every organization on the planet to achieve more.

For more information, press only:

Microsoft Media Relations, WE Communications, (425) 638-7777, [email protected]

Note to editors: For more information, news and perspectives from Microsoft, please visit the Microsoft News Center at http://news.microsoft.com. Web links, telephone numbers and titles were correct at time of publication but may have changed. For additional assistance, journalists and analysts may contact Microsoft’s Rapid Response Team or other appropriate contacts listed at https://news.microsoft.com/microsoft-public-relations-contacts.

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With Azure Arc, we’re bringing the power of Azure anywhere, helping customers in every industry innovate across their datacenter, multi-cloud, and edge…

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Realizing Machine Learning anywhere with Azure Kubernetes Service and Arc-enabled Machine Learning, now generally available

We are thrilled to announce the general availability of Azure Machine Learning (Azure ML) Kubernetes compute, including support of seamless Azure Kubernetes Service (AKS) integration and Azure Arc-enabled Machine Learning.

With a simple cluster extension deployment on AKS or Azure Arc-enabled Kubernetes (Arc Kubernetes) cluster, Kubernetes cluster is seamlessly supported in Azure ML to run training or inference workload. In addition, Azure ML service capabilities for streamlining full ML lifecycle and automation with MLOps become instantly available to enterprise teams of professionals. Azure ML Kubernetes compute empowers enterprises ML operationalization at scale across different infrastructures and addresses different needs with seamless experience of Azure ML CLI v2, Python SDK v2 (preview), and Studio UI. Here are some of the capabilities that customers can benefit

  • Deploy ML workload on customer managed AKS cluster and gain more security and controls to meet compliance requirements.
  • Run Azure ML workload on Arc Kubernetes cluster right where data lives and meets data residency, security, and privacy compliance, or harness existing IT investment.
  • Use Arc Kubernetes cluster to deploy ML workload or aspect of ML lifecycle across multiple public clouds.
  • Fully automated hybrid workload in cloud and on-premises to leverage different infrastructure advantages and IT investments.

The IT-operations team and data-science team are both integral parts of the broader ML team. By letting the IT-operations team manage Kubernetes compute setup, Azure ML creates a seamless compute experience for data-science team who does not need to learn or use Kubernetes directly. The design for Azure ML Kubernetes compute also helps IT-operations team leverage native Kubernetes concepts such as namespace, node selector, and resource requests/limits for ML compute utilization and optimization. Data-science team now can focus on models and work with productivity tools such as Azure ML CLI v2, Python SDK v2, Studio UI, and Jupyter notebook.

It is easy to enable and use an existing Kubernetes cluster for Azure ML workload with the following simple steps:

easy-k8s-setup.png

IT-operation team. The IT-operation team is responsible for the first 3 steps above: prepare an AKS or Arc Kubernetes cluster, deploy Azure ML cluster extension, and attach Kubernetes cluster to Azure ML workspace. In addition to these essential compute setup steps, IT-operation team also uses familiar tools such as Azure CLI or kubectl to take care of the following tasks for the data-science team:

  • Network and security configurations, such as outbound proxy server connection or Azure firewall configuration, Azure ML inference router (azureml-fe) setup, SSL/TLS termination, and no-public IP with VNET.
  • Create and manage instance types for different ML workload scenarios and gain efficient compute resource utilization.
  • Trouble shooting workload issues related to Kubernetes cluster.

Data-science team. Once the IT-operations team finishes compute setup and compute target(s) creation, data-science team can discover list of available compute targets and instance types in Azure ML workspace to be used for training or inference workload. Data science specifies compute target name and instance type name using their preferred tools or APIs such as Azure ML CLI v2, Python SDK v2, or Studio UI.

k8s-compute list.png

Separation of responsibilities between the IT-operations team and data-science team. As we mentioned above, managing your own compute and infrastructure for ML workload is a complicated task and it is best to be done by IT-operations team so data-science team can focus on ML models for organizational efficiency.

Create and manage instance types for different ML workload scenarios. Each ML workload uses different amounts of compute resources such as CPU/GPU and memory. Azure ML implements instance type as Kubernetes custom resource definition (CRD) with properties of nodeSelector and resource request/limit. With a carefully curated list of instance types, IT-operations can target ML workload on specific node(s) and manage compute resource utilization efficiently.

Multiple Azure ML workspaces share the same Kubernetes cluster. You can attach Kubernetes cluster multiple times to the same Azure ML workspace or different Azure ML workspaces, creating multiple compute targets in one workspace or multiple workspaces. Since many customers organize data science projects around Azure ML workspace, multiple data science projects can now share the same Kubernetes cluster. This significantly reduces ML infrastructure management overheads as well as IT cost saving.

Team/project workload isolation using Kubernetes namespace. When you attach Kubernetes cluster to Azure ML workspace, you can specify a Kubernetes namespace for the compute target and all workloads run by the compute target will be placed under the specified namespace.

Azure Arc-enabled ML enables teams of ML professionals to build, train, and deploy models in any infrastructure on-premises and across multi-cloud using Kubernetes. This opens a variety of new use patterns previously unthinkable in cloud setting environment. Below table provides a summary of the new use patterns enabled by Azure ML Kubernetes compute, including where the training data resides in each use pattern, the motivation driving each use pattern, and how the use pattern is realized using Azure ML and infrastructure setup.

use patterns.png

To get started with Azure Machine Learning Kubernetes compute, please visit Azure ML documentation and GitHub repo, where you can find detailed instructions to setup Kubernetes cluster for Azure Machine Learning, and train or deploy models with a variety of Azure ML examples. Lastly, visit Azure Hybrid, Multicloud, and Edge Day and watch “Real time insights from edge to cloud” where we announced the GA.

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People with disabilities continue to be underrepresented in part because their needs and demographics aren’t widely counted. We’re working with The World Bank…