This site uses cookies for analytics, personalized content and ads. By continuing to browse this site, you agree to this use. Learn more >

Skip Navigation
  • Sales 1-800-867-1389 Questions about Azure? Contact our sales team. United States: 1-800-867-1389 United States: 1-800-867-1389 Find a local number or submit query form
  • Contact Sales
  • My Account
  • Portal
  • Sales: : Find a local number My Account Portal Free account
  • Why Azure
    • What is AzureLearn the basics about Microsoft's cloud
    • Azure vs. AWSWhich public cloud is right for you?
    • Azure for Windows ServerChoose Azure for Windows Server apps and stay with the technology leader you trust
    • Azure for open sourceDiscover more options with open source on Azure
    • Azure data servicesEasily build apps for any scenario using a comprehensive and integrated data portfolio
    • Get startedLearn how to get started quickly with Azure

    Azure free account

    Start with a $200 credit for 30 days

    Keep going with free products

    Pay nothing until you choose

    Start free

  • Solutions
  • Products
    • Compute
      • Compute
      • Virtual MachinesProvision Windows and Linux virtual machines in seconds
      • Virtual Machine Scale SetsManage and scale up to thousands of Linux and Windows virtual machines
      • App ServiceQuickly create powerful cloud apps for web and mobile
      • FunctionsProcess events with serverless code
      • Container ServiceScale and orchestrate containers using Kubernetes, DC/OS or Docker Swarm
      • Container InstancesEasily run containers with a single command
      • BatchCloud-scale job scheduling and compute management
      • Service FabricDevelop microservices and orchestrate containers on Windows or Linux
      • Cloud ServicesCreate highly-available, infinitely-scalable cloud applications and APIs

      Azure free account

      Start with a $200 credit for 30 days

      Keep going with free products

      Pay nothing until you choose

      Start free
    • Networking
      • Networking
      • Virtual NetworkProvision private networks, optionally connect to on-premises datacenters
      • Load BalancerDeliver high availability and network performance to your applications
      • Application GatewayBuild scalable and highly-available web front ends in Azure
      • VPN GatewayEstablish secure, cross-premises connectivity
      • Azure DNSHost your DNS domain in Azure
      • Content Delivery NetworkEnsure secure, reliable content delivery with broad global reach
      • Traffic ManagerRoute incoming traffic for high performance and availability
      • ExpressRouteDedicated private network fiber connections to Azure
      • Azure DDoS ProtectionProtect your applications from Distributed Denial of Service (DDoS) attacks.
      • See all networking

      Azure free account

      Start with a $200 credit for 30 days

      Keep going with free products

      Pay nothing until you choose

      Start free
    • Storage
      • Storage
      • StorageDurable, highly-available, and massively-scalable cloud storage
        • Blob storageREST-based object storage for unstructured data
        • Queue StorageEffectively scale apps according to traffic
        • File StorageFile shares that use the standard SMB 3.0 protocol
        • Disk StoragePersistent, secured disk options supporting virtual machines
      • Data Lake StoreHyperscale repository for big data analytics workloads
      • StorSimpleLower costs with an enterprise hybrid cloud storage solution
      • BackupSimple and reliable server backup to the cloud
      • Site RecoveryOrchestrate protection and recovery of private clouds

      Azure free account

      Start with a $200 credit for 30 days

      Keep going with free products

      Pay nothing until you choose

      Start free
    • Web + Mobile
      • Web + Mobile
      • App ServiceQuickly create powerful cloud apps for web and mobile
        • Web AppsQuickly create and deploy mission critical Web apps at scale
        • Web App for ContainersEasily deploy and run containerized web apps that scale with your business
        • Mobile AppsBuild and host the backend for any mobile app
        • API AppsEasily build and consume Cloud APIs
      • Content Delivery NetworkEnsure secure, reliable content delivery with broad global reach
      • Media ServicesEncode, store, and stream video and audio at scale
      • Azure SearchFully-managed search-as-a-service
      • See all web + mobile

      Azure free account

      Start with a $200 credit for 30 days

      Keep going with free products

      Pay nothing until you choose

      Start free
    • Containers
      • Containers
      • Container ServiceScale and orchestrate containers using Kubernetes, DC/OS or Docker Swarm
      • Container InstancesEasily run containers with a single command
      • Container RegistryStore and manage container images across all types of Azure deployments
      • Service FabricDevelop microservices and orchestrate containers on Windows or Linux
      • Web App for ContainersEasily deploy and run containerized web apps that scale with your business
      • BatchCloud-scale job scheduling and compute management

      Develop and manage container applications faster using familiar, integrated tools

      Learn more
    • Databases
      • Databases
      • SQL DatabaseManaged relational SQL Database as a service
      • Azure Database for MySQLManaged MySQL database service for app developers
      • Azure Database for PostgreSQLManaged PostgreSQL database service for app developers
      • SQL Data WarehouseElastic data warehouse as a service with enterprise-class features
      • SQL Server Stretch DatabaseDynamically stretch on-premises SQL Server databases to Azure
      • Azure Cosmos DBGlobally distributed, multi-model database for any scale
      • Table StorageNoSQL key-value store using semi-structured datasets
      • Redis CachePower applications with high-throughput, low-latency data access
      • Data FactoryOrchestrate and manage data transformation and movement

      Easily build apps for any scenario using a comprehensive and integrated data portfolio

      Learn more
    • Data + Analytics
      • Data + Analytics
      • HDInsightProvision cloud Hadoop, Spark, R Server, HBase, and Storm clusters
      • Machine LearningOpen and elastic AI development spanning the cloud and the edge
      • Stream AnalyticsReal-time data stream processing from millions of IoT devices
      • Data Lake AnalyticsDistributed analytics service that makes big data easy
      • Data Lake StoreHyperscale repository for big data analytics workloads
      • Azure Analysis ServicesEnterprise grade analytics engine as a service
      • Event HubsReceive telemetry from millions of devices
      • Data FactoryOrchestrate and manage data transformation and movement
      • SQL Data WarehouseElastic data warehouse as a service with enterprise-class features
      • See all data + analytics

      Easily build apps for any scenario using a comprehensive and integrated data portfolio

      Learn more
    • AI + Cognitive Services
      • AI + Cognitive Services
      • Machine LearningOpen and elastic AI development spanning the cloud and the edge
      • Azure Bot ServiceIntelligent, serverless bot service that scales on demand
      • Cognitive ServicesAdd smart API capabilities to enable contextual interactions
        • Bing Web Search APIGet enhanced search details from billions of web documents
        • Text Analytics APIEasily evaluate sentiment and topics to understand what users want
        • Face APIDetect, identify, analyze, organize, and tag faces in photos
        • Computer Vision APIDistill actionable information from images
        • Custom Vision ServiceEasily customize your own state-of-the-art computer vision models for your unique use case
      • See all Cognitive Services

      AI platform

      Create the next generation of intelligent apps powered by AI

      Learn more
    • Internet of Things
      • Internet of Things
      • IoT HubConnect, monitor, and control billions of IoT assets
      • IoT EdgeExtend intelligence from the cloud to edge devices
      • Stream AnalyticsReal-time data stream processing from millions of IoT devices
      • Machine LearningOpen and elastic AI development spanning the cloud and the edge
      • Time Series InsightsInstantly explore and analyze time-series data
      • Azure Cosmos DBGlobally distributed, multi-model database for any scale
      • Event GridGet reliable event delivery at massive scale
      • Logic AppsAutomate the access and use of data across clouds without writing code
      • See all internet of things

      Azure IoT Suite

      Capture and analyze untapped data to improve business results

      Learn more
    • Enterprise Integration
      • Enterprise Integration
      • Logic AppsAutomate the access and use of data across clouds without writing code
      • Service BusConnect across private and public cloud environments
      • API ManagementPublish APIs to developers, partners, and employees securely and at scale
      • StorSimpleLower costs with an enterprise hybrid cloud storage solution
      • SQL Server Stretch DatabaseDynamically stretch on-premises SQL Server databases to Azure
      • Data CatalogGet more value from your enterprise data assets
      • Data FactoryOrchestrate and manage data transformation and movement
      • Event GridGet reliable event delivery at massive scale

      Azure free account

      Start with a $200 credit for 30 days

      Keep going with free products

      Pay nothing until you choose

      Start free
    • Security + Identity
      • Security + Identity
      • Security CenterUnify security management and enable advanced threat protection across hybrid cloud workloads
      • Azure Active Directory for developersScalable, cross-platform authentication for your apps and websites
      • Key VaultSafeguard and maintain control of keys and other secrets
      • Azure Active DirectorySynchronize on-premises directories and enable single sign-on
      • Azure Active Directory B2CConsumer identity and access management in the cloud
      • Azure Active Directory Domain ServicesJoin Azure virtual machines to a domain without domain controllers
      • Multi-Factor AuthenticationAdd security for your data and apps without adding hassles for users

      Azure free account

      Start with a $200 credit for 30 days

      Keep going with free products

      Pay nothing until you choose

      Start free
    • Developer Tools
      • Developer Tools
      • Visual Studio Team ServicesServices for teams to share code, track work, and ship software
      • Azure DevTest LabsQuickly create environments using reusable templates and artifacts
      • Application InsightsDetect, triage, and diagnose issues in your web apps and services
      • API ManagementPublish APIs to developers, partners, and employees securely and at scale
      • HockeyAppDeploy mobile apps, collect feedback and crash reports, and monitor usage
      • Developer Tools and SDKsBuild, deploy, diagnose, and manage multi-platform, scalable apps and services
      • XamarinCreate cloud-powered mobile apps faster
      • Storage ExplorerView and interact with Azure Storage resources

      Azure free account

      Start with a $200 credit for 30 days

      Keep going with free products

      Pay nothing until you choose

      Start free
    • Monitoring + Management
      • Monitoring + Management
      • Microsoft Azure portalBuild, manage, and monitor all Azure products in a single, unified console
      • Azure PolicyImplement corporate governance and standards at scale for Azure resources.
      • Cost ManagementOptimize what you spend on the cloud, while maximizing cloud potential
      • Azure MonitorHighly granular and real-time monitoring data for any Azure resource
      • Application InsightsDetect, triage, and diagnose issues in your web apps and services
      • Log AnalyticsCollect, search, and visualize machine data from on-premises and cloud
      • BackupSimple and reliable server backup to the cloud
      • Site RecoveryOrchestrate protection and recovery of private clouds
      • SchedulerRun your jobs on simple or complex recurring schedules
      • See all monitoring + management

      Secured and well-managed cloud

      Take simple steps to secure and manage your Azure resources

      Learn more
    • Microsoft Azure Stack
    • See all products
  • Documentation
  • Pricing
  • Training
  • Marketplace
  • Partners
    • Find a partnerGet up and running in the cloud with help from an experienced partner
    • Become a partnerBuild more success with the industry's most extensive partner network
    • Azure for SaaS companiesGrow your SaaS business with Azure by reaching 100 million active users

    Sign up for free and get $200 to spend on all Azure services

    Learn more
  • Blog
  • Resources
  • Support
    • Support Overview
      • Support Overview
      • Azure SupportFind the support options you need
      • Compare Support PlansExplore and purchase technical support
      • Support CommunityAsk questions, get answers from Microsoft and community experts
      • Knowledge CenterGet answers to common support questions

      Azure free account

      Start with a $200 credit for 30 days

      Keep going with free products

      Pay nothing until you choose

      Start free

    • Trust Center
    • Legal
      • Legal
      • Overview
      • Subscription Agreement
      • Services Terms
      • Offer Details
      • Privacy Statement
      • Service Level Agreements
      • Preview Supplemental Terms
      • Marketplace Terms
      • Website Terms Of Use

      Azure free account

      Start with a $200 credit for 30 days

      Keep going with free products

      Pay nothing until you choose

      Start free

    • Azure Status Dashboard
Free account

Using the Team Data Science Process with Azure Machine Learning

The Team Data Science Process (TDSP) provides a systematic approach to building intelligent applications that enables teams of data scientists to collaborate effectively over the full lifecycle of activities needed to turn these applications into products.

Start here
  • Overview
    • What is the Team Data Science Process lifecycle?
  • 1. Business Understanding
    • Identify your scenario
  • 2. Data Aquisition and Understanding
    • Load data into storage environments
    • Import data into Azure Machine Learning Studio
    • Prepare data
    • Explore data
    • Sample data
  • 3. Modeling
    • Engineer features
    • Select features
    • Learn with counts
    • Train the model
    • Evaluate the model
    • Tune the model
  • 4. Deployment
    • Publish model as a Web service
    • Consume a model programatically
    • Consume a model in Excel
  • Ready to work through an example?
  • Example walkthrough
  • Predict credit risk

Go Social

  • Facebook
  • Twitter
  • YouTube
  • LinkedIn
  • Rss
  • Newsletter

Microsoft Azure

  • Solutions
  • Products
  • Regions
  • Case Studies
  • Pricing
  • Member Offers
  • Calculator
  • Documentation
  • Downloads
  • Samples
  • Marketplace
  • Datacenters

Community

  • Blog
  • Azure Updates
  • Tech Community
  • Forums
  • Events
  • Careers

Support

  • Forums
  • Azure Status Dashboard
  • Support

Account

  • Subscriptions
  • Profile
  • Preview Features
  • Microsoft Azure portal

Trust Center

  • Security
  • Privacy
  • Compliance

Hello from Seattle.

  • Nutzungsbedingungen
  • Impressum
  • Contact Us
  • Feedback
  • Trademarks
  • Privacy & Cookies
© 2017 Microsoft