Build next-generation, AI-powered applications on Microsoft Azure – Microsoft

Build next-generation, AI-powered applications on Microsoft Azure – Microsoft

Discover secure, future-ready cloud solutions—on-premises, hybrid, multicloud, or at the edge
Learn about sustainable, trusted cloud infrastructure with more regions than any other provider
Build your business case for the cloud with key financial and technical guidance from Azure
Plan a clear path forward for your cloud journey with proven tools, guidance, and resources
See examples of innovation from successful companies of all sizes and from all industries
Explore some of the most popular Azure products
Provision Windows and Linux VMs in seconds
Enable a secure, remote desktop experience from anywhere
Migrate, modernize, and innovate on the modern SQL family of cloud databases
Build or modernize scalable, high-performance apps
Deploy and scale containers on managed Kubernetes
Add cognitive capabilities to apps with APIs and AI services
Quickly create powerful cloud apps for web and mobile
Everything you need to build and operate a live game on one platform
Execute event-driven serverless code functions with an end-to-end development experience
Jump in and explore a diverse selection of today's quantum hardware, software, and solutions
Secure, develop, and operate infrastructure, apps, and Azure services anywhere
Simplify operations and management from cloud to edge with an AI companion
Create the next generation of applications using artificial intelligence capabilities for any developer and any scenario
Build, train, and deploy models from the cloud to the edge
Your platform for developing generative AI solutions and custom copilots
Enterprise scale search for app development
Apply advanced coding and language models to a variety of use cases
Unified speech services for speech-to-text, text-to-speech and speech translation
Add natural language capabilities with a single API call
Easily conduct machine translation with a simple REST API call
Unlock insights from image and video content with AI
Accelerate information extraction from documents
Use AI to monitor text and image content for safety
Extract AI based insights from videos
Gather, store, process, analyze, and visualize data of any variety, volume, or velocity
Limitless analytics with unmatched time to insight
Design AI with Apache Spark™-based analytics
Govern, protect, and manage your data estate
Hybrid data integration at enterprise scale, made easy
Provision cloud Hadoop, Spark, R Server, HBase, and Storm clusters
Real-time analytics on fast-moving streaming data
Build, train, and deploy models from the cloud to the edge
Enterprise-grade analytics engine as a service
Scalable, secure data lake for high-performance analytics
Fast and highly scalable data exploration service
Access, manage, and act on data and insights by connecting every data source and analytics service together on a single platform
Access cloud compute capacity and scale on demand—and only pay for the resources you use
Provision Windows and Linux VMs in seconds
Manage and scale up to thousands of Linux and Windows VMs
Deploy and scale containers on managed Kubernetes
Build and deploy Spring Boot applications with a fully managed service from Microsoft and VMware
Quickly create powerful cloud apps for web and mobile
Execute event-driven serverless code functions with an end-to-end development experience
A dedicated physical server to host your Azure VMs for Windows and Linux
Cloud-scale job scheduling and compute management
Migrate SQL Server workloads to the cloud at lower total cost of ownership (TCO)
Provision unused compute capacity at deep discounts to run interruptible workloads
Build and deploy modern apps and microservices using serverless containers
Streamline development with secure, ready-to-code workstations in the cloud
Develop and manage your containerized applications faster with integrated tools
Deploy and scale containers on managed Kubernetes
Deploy and scale containers on managed Red Hat OpenShift
Build and deploy modern apps and microservices using serverless containers
Execute event-driven serverless code functions with an end-to-end development experience
Run containerized web apps on Windows and Linux
Launch containers with hypervisor isolation
Deploy and operate always-on, scalable, distributed apps
Build, store, secure, and replicate container images and artifacts
Seamlessly manage Kubernetes clusters at scale
Azure Kubernetes Service Edge Essentials is an on-premises Kubernetes implementation of Azure Kubernetes Service (AKS) that automates running containerized applications at scale.
Support rapid growth and innovate faster with secure, enterprise-grade, and fully managed database services
Migrate, modernize, and innovate on the modern SQL family of cloud databases
Build or modernize scalable, high-performance apps
Build apps that scale with managed and intelligent SQL database in the cloud
Fully managed, intelligent, and scalable PostgreSQL
Modernize SQL Server applications with a managed, always-up-to-date SQL instance in the cloud
Fully managed, scalable MySQL Database
Migrate SQL Server workloads to the cloud at lower total cost of ownership (TCO)
Accelerate apps with high-throughput, low-latency data caching
Accelerate your data migration to Azure
Modernize Cassandra data clusters with a managed instance in the cloud
Deploy applications to the cloud with enterprise-ready, fully managed community MariaDB
Deliver innovation faster with simple, reliable tools for continuous delivery
Services for teams to share code, track work, and ship software
Continuously build, test, and deploy to any platform and cloud
Plan, track, and discuss work across your teams
Get unlimited, cloud-hosted private Git repos for your project
Create, host, and share packages with your team
Test and ship confidently with an exploratory test toolkit
Quickly create environments using reusable templates and artifacts
Use your favorite DevOps tools with Azure
Full observability into your applications, infrastructure, and network
Optimize app performance with high-scale load testing
Quickly spin up app infrastructure environments with project-based templates
Build, manage, and continuously deliver cloud applications—using any platform or language
Powerful and flexible environment to develop apps in the cloud
A powerful, lightweight code editor for cloud development
World’s leading developer platform, seamlessly integrated with Azure
Comprehensive set of resources to create, deploy, and manage apps
A powerful, low-code platform for building apps quickly
Get the SDKs and command-line tools you need
Build, test, release, and monitor your mobile and desktop apps
Full observability into your applications, infrastructure, and network
Optimize app performance with high-scale load testing
Quickly spin up app infrastructure environments with project-based templates
Streamline development with secure, ready-to-code workstations in the cloud
Get Azure innovation everywhere—bring the agility and innovation of cloud computing to your on-premises workloads
Secure, develop, and operate infrastructure, apps, and Azure services anywhere
Cloud-native SIEM and intelligent security analytics
Build and run innovative hybrid apps across cloud boundaries
Experience a fast, reliable, and private connection to Azure
Synchronize on-premises directories and enable single sign-on
Migrate, modernize, and innovate on the modern SQL family of cloud databases
Services for teams to share code, track work, and ship software
Fully managed, intelligent, and scalable PostgreSQL
Extend cloud intelligence and analytics to edge devices
Full observability into your applications, infrastructure, and network
Manage user identities and access to protect against advanced threats across devices, data, apps, and infrastructure
Consumer identity and access management in the cloud
Manage your domain controllers in the cloud
Seamlessly integrate on-premises and cloud-based applications, data, and processes across your enterprise
Automate the access and use of data across clouds
Connect across private and public cloud environments
Publish APIs to developers, partners, and employees securely and at scale
Reliable message delivery at massive scale
Reduce time, risk, and cost of energy exploration and production
Azure Data Manager for Agriculture extends the Microsoft Intelligent Data Platform with industry-specific data connectors and capabilities to bring together farm data from disparate sources, enabling organizations to leverage high quality datasets and accelerate the development of digital agriculture solutions
Connect assets or environments, discover insights, and drive informed actions to transform your business
Unlock insights for intelligent local actions and global visibility. Enabled by Azure Arc
Connect, monitor, and manage billions of IoT assets
Use IoT spatial intelligence to create models of physical environments
Extend cloud intelligence and analytics to edge devices
Go from proof of concept to proof of value
Create, connect, and maintain secured intelligent IoT devices from the edge to the cloud
Build intelligent edge solutions with world-class developer tools, long-term support, and enterprise-grade security.
Making embedded IoT development and connectivity easy
Use an enterprise-grade service for the end-to-end machine learning lifecycle
Add location data and mapping visuals to business applications and solutions
Simplify, automate, and optimize the management and compliance of your cloud resources
Build, manage, and monitor all Azure products in a single, unified console
Govern, protect, and manage your data estate
Stay connected to your Azure resources—anytime, anywhere
Streamline Azure administration with a browser-based shell
Your personalized Azure best practices recommendation engine
Simplify data protection with built-in backup management at scale
Monitor, allocate, and optimize cloud costs with transparency, accuracy, and efficiency
Implement corporate governance and standards at scale
Keep your business running with built-in disaster recovery service
Improve application resilience by introducing faults and simulating outages
Full observability into your applications, infrastructure, and network
Deliver high-quality video content anywhere, any time, and on any device
Encode, store, and stream video and audio at scale
Studio grade encoding at cloud scale
A single player for all your playback needs
Deliver content to virtually all devices with ability to scale
Securely deliver content using AES, PlayReady, Widevine, and Fairplay
Fast, reliable content delivery network with global reach
Simplify and accelerate your migration to the cloud with guidance, tools, and resources
Simplify migration and modernization with a unified platform
Keep your business running with built-in disaster recovery service
Accelerate your data migration to Azure
Appliances and solutions for data transfer to Azure and edge compute
Monitor, allocate, and optimize cloud costs with transparency, accuracy, and efficiency
Blend your physical and digital worlds to create immersive, collaborative experiences
Create multi-user, spatially aware mixed reality experiences
Render high-quality, interactive 3D content with real-time streaming
Use IoT spatial intelligence to create models of physical environments
Build for mixed reality using AI sensors
Automatically align and anchor 3D content to objects in the physical world
Build and deploy cross-platform and native apps for any mobile device
Send push notifications to any platform from any back end
Build, test, release, and monitor your mobile and desktop apps
Create cloud-powered mobile apps faster
Add location data and mapping visuals to business applications and solutions
Publish APIs to developers, partners, and employees securely and at scale
Enterprise scale search for app development
Add cognitive capabilities to apps with APIs and AI services
Create multi-user, spatially aware mixed reality experiences
Quickly create powerful cloud apps for web and mobile
Build multichannel communication experiences
Connect cloud and on-premises infrastructure and services to provide your customers and users the best possible experience
Create your own private network infrastructure in the cloud
Build secure, scalable, highly available web front ends in Azure
Experience a fast, reliable, and private connection to Azure
Protect your Azure Virtual Network resources with cloud-native network security
Private access to services hosted on the Azure platform, keeping your data on the Microsoft network
Deliver high availability and network performance to your apps
Establish secure, cross-premises connectivity
Protect your Azure resources from distributed denial-of-service (DDoS) attacks
Host your Domain Name System (DNS) domain in Azure
Modern cloud CDN that delivers optimized experiences to your users anywhere
Optimize and automate branch to branch connectivity through Azure
A cloud-native web application firewall (WAF) service that provides powerful protection for web apps
Protect your enterprise from advanced threats across hybrid cloud workloads
Cloud-native SIEM and intelligent security analytics
Build secure, scalable, highly available web front ends in Azure
Safeguard and maintain control of keys and other secrets
Establish secure, cross-premises connectivity
Protect your Azure resources from distributed denial-of-service (DDoS) attacks
Fully managed service that helps secure remote access to your virtual machines
A cloud-native web application firewall (WAF) service that provides powerful protection for web apps
Protect your Azure Virtual Network resources with cloud-native network security
Central network security policy and route management for globally distributed, software-defined perimeters
Get secure, massively scalable cloud storage for your data, apps, and workloads
High-performance, highly durable block storage
Scalable, secure data lake for high-performance analytics
Simple, secure and serverless enterprise-grade cloud file shares
Enterprise-grade Azure file shares, powered by NetApp
Simplify data protection with built-in backup management at scale
Massively scalable and secure object storage
Appliances and solutions for data transfer to Azure and edge compute
Industry leading price point for storing rarely accessed data
Elastic SAN is a cloud-native storage area network (SAN) service built on Azure. Gain access to an end-to-end experience like your on-premises SAN
Manage persistent volumes for stateful container applications
Azure Managed Lustre is a fully managed, cloud based parallel file system that enables customers to run their high performance computing (HPC) workloads in the cloud
Simplify storage data management tasks at massive scale
Build, deploy, and scale powerful web applications quickly and efficiently
Quickly create and deploy mission-critical web apps at scale
Publish APIs to developers, partners, and employees securely and at scale
Fast, reliable content delivery network with global reach
Enterprise scale search for app development
Add real-time web functionalities easily
Easily build real-time messaging web applications using WebSockets and the publish-subscribe pattern
Add location data and mapping visuals to business applications and solutions
Streamlined full-stack development from source code to global high availability
Build multichannel communication experiences
Optimize app performance with high-scale load testing
Easily add real-time collaborative experiences to your apps with Fluid Framework
Build and deploy modern apps and microservices using serverless containers
Empower employees to work securely from anywhere with a cloud-based virtual desktop infrastructure
Enable a secure, remote desktop experience from anywhere
Provision Windows desktops and apps with VMware and Azure Virtual Desktop
Provision Windows desktops and apps on Azure with Citrix and Azure Virtual Desktop
Set up virtual labs for classes, training, hackathons, and other related scenarios
Streamline development with secure, ready-to-code workstations in the cloud
Build, manage, and continuously deliver cloud apps—with any platform or language
Analyze images, comprehend speech, and make predictions using data
Simplify and accelerate your migration and modernization with guidance, tools, and resources
Gather, store, process, analyze, and visualize data of any variety, volume, or velocity
Bring the agility and innovation of the cloud to your on-premises workloads
Connect, monitor, and control devices with secure, scalable, and open edge-to-cloud solutions
Help protect data, apps, and infrastructure with trusted security services
Simplify and accelerate development and testing (dev/test) across any platform.
Bring together people, processes, and products to continuously deliver value to customers and coworkers.
Build secure apps on a trusted platform. Embed security in your developer workflow and foster collaboration between developers, security practitioners, and IT operators.
Give customers what they want with a personalized, scalable, and secure shopping experience.
Turn your ideas into applications faster using the right tools for the job.
Create reliable apps and functionalities at scale and bring them to market faster.
Reach your customers everywhere, on any device, with a single mobile app build.
Respond to changes faster, optimize costs, and ship confidently.
Build apps faster by not having to manage infrastructure.
Connect modern applications with a comprehensive set of messaging services on Azure.
Accelerate time to market, deliver innovative experiences, and improve security with Azure application and data modernization.
Use business insights and intelligence from Azure to build software as a service (SaaS) apps
Move to a SaaS model faster with a kit of prebuilt code, templates, and modular resources.
Explore services to help you develop and run Web3 applications.
Build mission-critical solutions to analyze images, comprehend speech, and make predictions using data.
Uncover latent insights from across all of your business data with AI.
Protect your data and code while the data is in use in the cloud.
Build machine learning models faster with Hugging Face on Azure.
Save money and improve efficiency by migrating and modernizing your workloads to Azure with proven tools and guidance.
Optimize costs, operate confidently, and ship features faster by migrating your ASP.NET web apps to Azure.
Simplify and accelerate development and testing (dev/test) across any platform.
Enhanced security and hybrid capabilities for your mission-critical Linux workloads.
Reduce infrastructure costs by moving your mainframe and midrange apps to Azure.
Extend SAP applications and innovate in the cloud trusted by SAP.
Move your SQL Server databases to Azure with few or no application code changes.
Migrate your Windows Server workloads to Azure for unparalleled innovation and security.
Protect your data and code while the data is in use in the cloud.
Accelerate time to market, deliver innovative experiences, and improve security with Azure application and data modernization.
Seamlessly integrate applications, systems, and data for your enterprise.
Run your Oracle database and enterprise applications on Azure.
Migrate MongoDB workloads to the cloud and modernize data infrastructure with MongoDB Atlas on Azure.
Maximize cloud business value for your organization by leveraging Azure products and services to implement FinOps best practices that can support cloud cost optimization.
Build cloud-native applications or modernize existing applications with fully managed, flexible databases.
Drive faster, more efficient decision making by drawing deeper insights from your analytics.
Accelerate time to insights with an end-to-end cloud analytics solution.
Minimize disruption to your business with cost-effective backup and disaster recovery solutions.
Get fully managed, single tenancy supercomputers with high-performance storage and no data movement.
Bring innovation anywhere to your hybrid environment across on-premises, multicloud, and the edge.
Deliver ultra-low-latency networking, applications and services at the enterprise edge.
Run your mission-critical applications on Azure for increased operational agility and security.
Experience quantum impact today with the world's first full-stack, quantum computing cloud ecosystem.
Deliver ultra-low-latency networking, applications, and services at the mobile operator edge.
Explore services to help you develop and run Web3 applications.
Bring Azure to the edge with seamless network integration and connectivity to deploy modern connected apps.
Migrate your Windows Server workloads to Azure for unparalleled innovation and security.
Connect devices, analyze data, and automate processes with secure, scalable, and open edge-to-cloud solutions.
Build open, interoperable IoT solutions that secure and modernize industrial systems.
Help safeguard physical work environments with scalable IoT solutions designed for rapid deployment.
Meet environmental sustainability goals and accelerate conservation projects with IoT technologies.
Ensure compliance using built-in cloud governance capabilities.
Minimize disruption to your business with cost-effective backup and disaster recovery solutions.
Protect your data and code while the data is in use in the cloud.
Cloud-native network security for protecting your applications, network, and workloads.
Explore services to help you develop and run Web3 applications.
Get started easily, run lean, stay agile, and grow fast with Azure for startups
Accelerate mission impact, increase innovation, and optimize efficiency—with world-class security
Find reference architectures, example scenarios, and solutions for common workloads on Azure
Do more with less—explore resources for increasing efficiency, reducing costs, and driving innovation
Search from a rich catalog of more than 17,000 certified apps and services
Plan a clear path forward for your cloud journey with proven tools, guidance, and resources
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Build, extend, and scale your apps on a trusted cloud platform
Get free tools and guidance to build solutions, publish them to the marketplace, and reach millions of customers
AI + Machine Learning, Announcements, Azure AI, Azure Container Apps, Azure DevOps, Azure Kubernetes Service (AKS), Azure Machine Learning, Azure OpenAI Service, Microsoft Dev Box
By Corporate Vice President, Data, AI, and Digital Applications, Product Marketing 
Posted on
8 min read
The potential of generative AI is much bigger than any of us can imagine today. From healthcare to manufacturing to retail to education, AI is transforming entire industries and fundamentally changing the way we live and work. At the heart of all that innovation are developers, pushing the boundaries of possibility and creating new business and societal value even faster than many thought possible. Trusted by organizations around the world with mission-critical application workloads, Azure is the place where developers can build with generative AI securely, responsibly, and with confidence.
Welcome to Microsoft Build 2023—the event where we celebrate the developer community. This year, we’ll dive deep into the latest technologies across application development and AI that are enabling the next wave of innovation. First, it’s about bringing you state-of-the-art, comprehensive AI capabilities and empowering you with the tools and resources to build with AI securely and responsibly. Second, it’s about giving you the best cloud-native app platform to harness the power of AI in your own business-critical apps. Third, it’s about the AI-assisted developer tooling to help you securely ship the code only you can build.
We’ve made announcements in all key areas to empower you and help your organizations lead in this new era of AI.
Generative AI has quickly become the generation-defining technology shaping how we search and consume information every day, and it’s been wonderful to see customers across industries embrace Microsoft Azure OpenAI Service. In March, we announced the preview of OpenAI’s GPT-4 in Azure OpenAI Service, making it possible for developers to integrate custom AI-powered experiences directly into their own applications. Today, OpenAI’s GPT-4 is generally available in Azure OpenAI Service, and we’re building on that announcement with several new capabilities you can use to apply generative AI to your data and to orchestrate AI with your own systems.  
We’re excited to share our new Azure AI Studio. With just a few clicks, developers can now ground powerful conversational AI models, such as OpenAI’s ChatGPT and GPT-4, on their own data. With Azure OpenAI Service on your data, coming to public preview, and Azure Cognitive Search, employees, customers, and partners can discover information buried in the volumes of data, text, and images using natural language-based app interfaces. Create richer experiences and help users find organization-specific insights, such as inventory levels or healthcare benefits, and more.
To further extend the capabilities of large language models, we are excited to announce that Azure Cognitive Search will power vectors in Azure (in private preview), with the ability to store, index, and deliver search applications over vector embeddings of organizational data including text, images, audio, video, and graphs. Furthermore, support for plugins with Azure OpenAI Service, in private preview, will simplify integrating external data sources and streamline the process of building and consuming APIs. Available plugins include plugins for Azure Cognitive Search, Azure SQL, Azure Cosmos DB, Microsoft Translator, and Bing Search. We are also enabling a Provisioned Throughput Model, which will soon be generally available in limited access to offer dedicated capacity.  
Customers are already benefitting from Azure OpenAI Service today, including DocuSign, Volvo, Ikea, Crayon, and 4,500 others. Learn more about what’s new with Azure OpenAI Service.
We continue to innovate across our AI portfolio, including new capabilities in Azure Machine Learning, so developers and data scientists can use the power of generative AI with their data. Foundation models in Azure Machine Learning, now in preview, empower data scientists to fine-tune, evaluate, and deploy open-source models curated by Azure Machine Learning, models from Hugging Face Hub, as well as models from Azure OpenAI Service, all in a unified model catalog. This will provide data scientists with a comprehensive repository of popular models directly within the Azure Machine Learning registry.
We are also excited to announce the upcoming preview of Azure Machine Learning prompt flow that will provide a streamlined experience for prompting, evaluating, tuning, and operationalizing large language models. With prompt flow, you can quickly create prompt workflows that connect to various language models and data sources. This allows for building intelligent applications and assessing the quality of your workflows to choose the best prompt for your case. See all the announcements for Azure Machine Learning.
It’s great to see momentum for machine learning with customers like Swift, a member-owned cooperative that provides a secure global financial messaging network, who is using Azure Machine Learning to develop an anomaly detection model with federated learning techniques, enhancing global financial security without compromising data privacy. We cannot wait to see what our customers build next.
Azure’s cloud-native platform is the best place to run and scale applications while seamlessly embedding Azure’s native AI services. Azure gives you the choice between control and flexibility, with complete focus on productivity regardless of what option you choose.
Azure Kubernetes Service (AKS) offers you complete control and the quickest way to start developing and deploying intelligent, cloud-native apps in Azure, datacenters, or at the edge with built-in code-to-cloud pipelines and guardrails. We’re excited to share some of the most highly anticipated innovations for AKS that support the scale and criticality of applications running on it.
To give enterprises more control over their environment, we are announcing long-term support for Kubernetes that will enable customers to stay on the same release for two years—twice as long as what’s possible today. We are also excited to share that starting today, Azure Linux is available as a container host operating system platform optimized for AKS. Additionally, we are now enabling Azure customers to access a vibrant ecosystem of first-party and third-party solutions with easy click-through deployments from Azure Marketplace. Lastly, confidential containers are coming soon to AKS, as a first-party supported offering. Aligned with Kata Confidential Containers, this feature enables teams to run their applications in a way that supports zero-trust operator deployments on AKS.
Azure lets you choose from a range of serverless execution environments to build, deploy, and scale dynamically on Azure without the need to manage infrastructure. Azure Container Apps is a fully managed service that enables microservices and containerized applications to run on a serverless platform. We announced, in preview, several new capabilities for teams to simplify serverless application development. Developers can now run Azure Container Apps jobs on demand and schedule applications and event-driven ad hoc tasks to asynchronously execute them to completion. This new capability enables smaller executables within complex jobs to run in parallel, making it easier to run unattended batch jobs right along with your core business logic. With these advancements to our container and serverless products, we are making it seamless and natural to build intelligent cloud-native apps on Azure.
Making it easier to build intelligent, AI-embedded apps on Azure is just one part of the innovation equation. The other, equally important part is about empowering developers to focus more time on strategic, meaningful work, which means less toiling on tasks like debugging and infrastructure management. We’re making investments in GitHub Copilot, Microsoft Dev Box, and Azure Deployment Environments to simplify processes and increase developer velocity and scale.
GitHub Copilot is the world’s first at-scale AI developer tool, helping millions of developers code up to 55 percent faster. Today, we announced new Copilot experiences built into Visual Studio, eliminating wasted time when getting started with a new project. We’re also announcing several new capabilities for Microsoft Dev Box, including new starter developer images and elevated integration of Visual Studio in Microsoft Dev Box, that accelerates setup time and improves performance. Lastly, we’re announcing the general availability of Azure Deployment Environments and support for HashiCorp Terraform in addition to Azure Resource Manager.
When it comes to building, deploying, and running intelligent applications, security cannot be an afterthought—developer-first tooling and workflow integration are critical. We’re investing in new features and capabilities to enable you to implement security earlier in your software development lifecycle, find and fix security issues before code is deployed, and pair with tools to deploy trusted containers to Azure.
We’re pleased to announce GitHub Advanced Security for Azure DevOps in preview soon. This new solution provides the three core features of GitHub Advanced Security into the Azure DevOps platform, so you can integrate automated security checks into your workflow. It includes code scanning powered by CodeQL to detect vulnerabilities, secret scanning to prevent the inclusion of sensitive information in code repositories, and dependency scanning to identify vulnerabilities in open-source dependencies and provide update alerts.
While security is at the top of the list for any developer, using AI responsibly is no less important. For almost seven years, we have invested in a cross-company program to ensure our AI systems are responsible by design. Our work on privacy and the General Data Protection Regulation (GDPR) has taught us that policies aren’t enough; we need tools and engineering systems that help make it easy to build with AI responsibly. We’re pleased to announce new products and features to help organizations improve accuracy, safety, fairness, and explainability across the AI development lifecycle.
Azure AI Content Safety, now in preview, enables developers to build safer online environments by detecting and assigning severity scores to unsafe images and text across languages, helping businesses prioritize what content moderators review. It can also be customized to address an organization’s regulations and policies. As part of Microsoft’s commitment to responsible AI, we’re integrating Azure AI Content Safety across our products, including Azure OpenAI Service and Azure Machine Learning, to help users evaluate and moderate content in prompts and generated content.
Additionally, the responsible AI dashboard in Azure Machine Learning now supports text and image data in preview. This means users can more easily identify model errors, understand performance and fairness issues, and provide explanations for a wider range of machine learning model types, including text and image classification and object detection scenarios. In production, users can continue to monitor their model and production data for model and data drift, perform data integrity tests, and make interventions with the help of model monitoring, now in preview.
We are committed to helping developers and machine learning engineers apply AI responsibly, through shared learning, resources, and purpose-built tools and systems. To learn more, join us at the Building and using AI models responsibly breakout session and download our Responsible AI Standard.
AI is a massive shift in computing. Whether it is part of your workflow or part of cloud development, powering your next-generation, intelligent apps, this community of developers is leading this shift. 
We are excited to bring Microsoft Build to you, especially this year as we go deep into the latest AI technologies, connect you with experts from within and outside of Microsoft, and showcase real-world solutions powered by AI.
 
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