Analyze resource utilization and consumption

• configure diagnostic settings on resources
• create baseline for resources
• create and test alerts
• analyze alerts across subscription
• analyze metrics across subscription
• create action groups
• monitor for unused resources
• monitor spends
• report on spend
• utilize Log Search query functions
• view Alerts in Azure Monitor logs
• visualize diagnostics data using Azure Monitor Workbooks

Create and configure storage accounts

• configure network access to the storage account
• create and configure storage account
• generate Shared access signature
• implement Azure AD authentication for storage
• install and use Azure Storage Explorer
• manage access keys
• monitor Activity log by using Azure Monitor logs
• implement Azure storage replication
• implement Azure storage account failover

Create and configure a VM for Windows and Linux

• configure High Availability
• configure Monitoring
• configure Networking
• configure Storage
• configure Virtual Machine Size
• implement dedicated hosts
• deploy and configure scale sets

Automate deployment of VMs

• modify Azure Resource Manager template
• configure Location of new VMs
• configure VHD template
• deploy from template
• save a deployment as an Azure Resource Manager template
• deploy Windows and Linux VMs

Create connectivity between virtual networks

• create and configure Vnet peering
• create and configure Vnet to Vnet connections
• verify virtual network connectivity
• create virtual network gateway

Implement and manage virtual networking

• configure private IP addressing
• configure public IP addresses
• create and configure network routes
• create and configure network interface
• create and configure subnets
• create and configure virtual network
• create and configure Network Security Groups and Application Security Groups.

Manage Azure Active Directory

• add custom domains
• configure Azure AD Identity Protection
• configure Azure AD Join
• configure self-service password reset
• implement conditional access policies
• manage multiple directories
• perform an access review

Implement and manage hybrid identities

• install and configure Azure AD Connect
• configure federation
• configure single sign-on
• manage and troubleshoot Azure AD Connect
• troubleshoot password sync and writeback

Implement solutions that use virtual machines (VM)

• provision VMs
• create Azure Resource Manager templates
• configure Azure Disk Encryption for VMs
• implement Azure Backup for VMs

Migrate servers to Azure

• migrate servers using Azure Migrate

Configure serverless computing

• create and manage objects
• manage a Logic App Resource
• manage Azure Function app settings
• manage Event Grid
• manage Service Bus

Implement application load balancing

• configure application gateway
• configure Azure Front Door service
• configure Azure Traffic Manager

Integrate on premises network with Azure virtual network

• create and configure Azure VPN Gateway
• create and configure site to site VPN
• configure ExpressRoute
• configure Virtual WAN
• verify on premises connectivity
• troubleshoot on premises connectivity with Azure

Implement multi factor authentication

• configure user accounts for MFA
• configure fraud alerts
• configure bypass options
• configure Trusted IPs
• configure verification methods

Manage role-based access control

• create a custom role
• configure access to Azure resources by assigning roles
• configure management access to Azure
• troubleshoot RBAC
• implement Azure Policies
• assign RBAC Roles

Create web apps by using PaaS

• create an Azure app service Web App
• create documentation for the API
• create an App Service Web App for Containers
• create an App Service background task by using Web Jobs
• enable diagnostics logging

Design and develop apps that run-in containers

• configure diagnostic settings on resources
• create a container image by using a Docker file
• create an Azure Kubernetes Service
• publish an image to the Azure Container Registry
• implement an application that runs on an Azure Container Instance
• manage container settings by using code

Implement authentication

• implement authentication by using certificates, forms-based authentication, tokens, or Windows-integrated authentication
• implement multi-factor authentication by using Azure AD
• implement OAuth2 authentication
• implement Managed Identities for Azure resources Service Principal authentication

Implement secure data solutions

• encrypt and decrypt data at rest and in transit
• encrypt data with Always Encrypted
• implement Azure Confidential Compute
• implement SSL/TLS communications
• create, read, update, and delete keys, secrets, and certificates by using the Key Vault API

Configure a message-based integration architecture

• configure an app or service to send emails
• configure Event Grid
• configure the Azure Relay service
• create and configure a Notification Hub
• create and configure an Event Hub
• create and configure a Service Bus

Develop for autoscaling

• implement autoscaling rules and patterns (schedule, operational/system metrics
• implement code that addresses singleton application instances
• implement code that addresses transient state

Develop solutions that use Cosmos DB storage

• create, read, update, and delete data by using appropriate APIs
• implement partitioning schemes
• set the appropriate consistency level for operations

Develop solutions that use a relational database

• provision and configure relational databases
• configure elastic pools for Azure SQL Database
• implement Azure SQL Database managed instances
• create, read, update, and delete data tables by using code

Implement cloud infrastructure monitoring

• monitor security
• monitor performance
  • configure diagnostic settings on resources
  • create a performance baseline for resources
  • monitor for unused resources
  • monitor performance capacity
  • visualize diagnostics data using Azure Monitor
• monitor health and availability
  • monitor networking
  • monitor service health
• monitor cost
  • monitor spends
  • report on spend
• configure advanced logging
• implement and configure Azure Monitor insights, including App Insights,
• Networks, Containers
• configure a Log Analytics workspace
• configure logging for workloads
• initiate automated responses by using Action Groups
• configure and manage advanced alerts
  • collect alerts and metrics across multiple subscriptions
  • view Alerts in Azure Monitor logs
  • NOT: create Log Analytics query

Implement storage accounts

• select storage account options based on a use case
• configure Azure Files and blob storage
• configure network access to the storage account
• implement Shared Access Signatures and access policies
• implement Azure AD authentication for storage
• manage access keys
• implement Azure storage replication
• implement Azure storage account failover

Implement VMs for Windows and Linux

• configure High Availability
• configure storage for VMs
• select virtual machine size
• implement Azure Dedicated Hosts
• deploy and configure scale sets
• configure Azure Disk Encryption

Automate deployment and configuration of resources

• save a deployment as an Azure Resource Manager template
• modify Azure Resource Manager template
• evaluate location of new resources
• configure a virtual disk template
• deploy from a template
• manage a template library
• create and execute an automation runbook

Implement virtual networking

• implement VNet to VNet connections
• implement VNet peering

Implement Azure Active Directory

• add custom domains
• configure Azure AD Identity Protection
• implement self-service password reset
• implement Conditional Access including MFA
• configure user accounts for MFA
• configure fraud alerts
• configure bypass options
• configure Trusted IPs
• configure verification methods
• implement and manage guest accounts
• manage multiple directories

Implement and manage hybrid identities

• install and configure Azure AD Connect
• identity synchronization options
• configure and manage password sync and password writeback
• configure single sign-on
• use Azure AD Connect Health

Manage workloads in Azure

• migrate workloads using Azure Migrate
  • assess infrastructure
  • select a migration method
  • prepare the on-premises for migration
  • recommend target infrastructure
• implement Azure Backup for VMs
• implement disaster recovery
• implement Azure Update Management

Implement load balancing and network security

• implement Azure Load Balancer
• implement an application gateway
• implement a Web Application Firewall
• implement Azure Firewall
• implement the Azure Front Door Service
• implement Azure Traffic Manager
• implement Network Security Groups and Application Security Groups
• implement Bastion

Implement and manage Azure governance solutions

• create and manage hierarchical structure that contains management groups, subscriptions, and resource groups
• assign RBAC roles
• create a custom RBAC role
• configure access to Azure resources by assigning roles
• configure management access to Azure
• interpret effective permissions
• set up and perform an access review
• implement and configure an Azure Policy
• implement and configure an Azure Blueprint

Manage security for applications

• implement and configure KeyVault
• implement and configure Azure AD Managed Identities
• register and manage applications in Azure AD

Implement an application infrastructure

• create and configure Azure App Service
• create an App Service Web App for Containers
• create and configure an App Service plan
• configure an App Service
• configure networking for an App Service
• create and manage deployment slots
• implement Logic Apps
• implement Azure Functions

Implement container-based applications

• create a container image
• configure Azure Kubernetes Service
• publish and automate image deployment to the Azure Container Registry
• publish a solution on an Azure Container Instance
• NOT: Service Fabric

Implement NoSQL databases

• configure storage account tables
• select appropriate CosmosDB APIs
• set up replicas in CosmosDB
• Implement Azure SQL databases
• configure Azure SQL database settings
• implement Azure SQL Database managed instances
• configure HA for an Azure SQL database
• publish an Azure SQL database

Implement IaaS solutions

• provision VMs
• configure VMs for remote access
• create ARM templates
• create container images for solutions by using Docker
• publish an image to the Azure Container Registry
• run containers by using Azure Container Instance
• Azure Kubernetes Service (AKS) is out of scope

Create Azure App Service Web Apps

• create an Azure App Service Web App
• enable diagnostics logging
• deploy code to a web app
• configure web app settings including SSL, API, and connection strings
• implement auto scaling rules, including scheduled auto scaling, and scaling by operational or system metrics

Implement Azure functions

• implement input and output bindings for a function
• implement function triggers by using data operations, timers, and webhooks
• implement Azure Durable Functions

Develop solutions that use Cosmos DB storage

• select the appropriate API for your solution
• implement partitioning schemes
• interact with data using the appropriate SDK
• set the appropriate consistency level for operations
• create Cosmos DB containers
• implement scaling (partitions, containers)
• implement server-side programming including stored procedures, triggers, and change feed notifications

Develop solutions that use blob storage

• move items in Blob storage between storage accounts or containers
• set and retrieve properties and metadata
• interact with data using the appropriate SDK
• implement data archiving and retention
• implement hot, cool, and archive storage

Implement user authentication and authorization

• implement OAuth2 authentication
• create and implement shared access signatures
• register apps and use Azure Active Directory to authenticate users
• control access to resources by using role-based access controls (RBAC)

Implement secure cloud solutions

• secure app configuration data by using the App Configuration and KeyVault API
• manage keys, secrets, and certificates by using the KeyVault API
• implement Managed Identities for Azure resources

Integrate caching and content delivery within solutions

• develop code to implement CDNs in solutions
• configure cache and expiration policies for Front Door, CDNs, or Redis caches Store and retrieve data in Azure Redis cache

Instrument solutions to support monitoring and logging

• configure instrumentation in an app or service by using Application Insights
• analyze log data and troubleshoot solutions by using Azure Monitor
• implement Application Insights Web Test and Alerts
• implement code that handles transient faults

Develop an App Service Logic App

• create a Logic App
• create a custom connector for Logic Apps
• create a custom template for Logic Apps

Implement API Management

• create an APIM instance
• configure authentication for APIs
• define policies for APIs

Develop event-based solutions

• implement solutions that use Azure Event Grid
• implement solutions that use Azure Notification Hubs
• implement solutions that use Azure Event Hub

Develop message-based solutions

• implement solutions that use Azure Service Bus
• implement solutions that use Azure Queue Storage queues

Implement IaaS solutions

• provision VMs
• configure VMs for remote access
• create ARM templates
• create container images for solutions by using Docker
• publish an image to the Azure Container Registry
• run containers by using Azure Container Instance
• Azure Kubernetes Service (AKS) is out of scope

Create Azure App Service Web Apps

• create an Azure App Service Web App
• enable diagnostics logging
• deploy code to a web app
• configure web app settings including SSL, API, and connection strings
• implement auto scaling rules, including scheduled auto scaling, and scaling by operational or system metrics

Implement Azure functions

• implement input and output bindings for a function
• implement function triggers by using data operations, timers, and webhooks
• implement Azure Durable Functions

Develop solutions that use Cosmos DB storage

• select the appropriate API for your solution
• implement partitioning schemes
• interact with data using the appropriate SDK
• set the appropriate consistency level for operations
• create Cosmos DB containers
• implement scaling (partitions, containers)
• implement server-side programming including stored procedures, triggers, and change feed notifications

Develop solutions that use blob storage

• move items in Blob storage between storage accounts or containers
• set and retrieve properties and metadata
• interact with data using the appropriate SDK
• implement data archiving and retention
• implement hot, cool, and archive storage

Implement user authentication and authorization

• implement OAuth2 authentication
• create and implement shared access signatures
• register apps and use Azure Active Directory to authenticate users
• control access to resources by using role-based access controls (RBAC)

Implement secure cloud solutions

• secure app configuration data by using the App Configuration and KeyVault API
• manage keys, secrets, and certificates by using the KeyVault API
• implement Managed Identities for Azure resources

Integrate caching and content delivery within solutions

• develop code to implement CDN’s in solutions
• configure cache and expiration policies for Front Door, CDNs, or Redis caches
• store and retrieve data in Azure Redis cache

Instrument solutions to support monitoring and logging

• configure instrumentation in an app or service by using Application Insights
• analyze log data and troubleshoot solutions by using Azure Monitor
• implement Application Insights Web Test and Alerts
• implement code that handles transient faults

Develop an App Service Logic App

• create a Logic App
• create a custom connector for Logic Apps
• create a custom template for Logic Apps

Implement API Management

• create an APIM instance
• configure authentication for APIs
• define policies for APIs

Develop event-based solutions

• implement solutions that use Azure Event Grid
• implement solutions that use Azure Notification Hubs
• implement solutions that use Azure Event Hub

Develop message-based solutions

• implement solutions that use Azure Service Bus
• implement solutions that use Azure Queue Storage queues

Implement solutions that use virtual machines (VM)

• provision VMs
• create ARM templates
• configure Azure Disk Encryption for VMs

Implement batch jobs by using Azure Batch Services

• manage batch jobs by using Batch Service API
• run a batch job by using Azure CLI, Azure portal, and other tools
• write code to run an Azure Batch Services batch job

Create containerized solutions

• create an Azure Managed Kubernetes Service (AKS) cluster
• create container images for solutions
• publish an image to the Azure Container Registry
• run containers by using Azure Container Instance or AKS

Create Azure App Service Web Apps

• create an Azure App Service Web App
• create an Azure App Service background task by using Web Jobs
• enable diagnostics logging
• create an Azure Web App for Containers
• monitor service health by using Azure Monitor

Create Azure App Service mobile apps

• add push notifications for mobile apps
• enable offline sync for mobile app
• implement a remote instrumentation strategy for mobile devices

Create Azure App Service API apps

• create an Azure App Service API app
• create documentation for the API by using open source and other tools

Implement Azure functions

• implement input and output bindings for a function
• implement function triggers by using data operations, timers, and webhooks
• implement Azure Durable Functions
• create Azure Function apps by using Visual Studio
• implement Python Azure Functions

Develop solutions that use storage tables

• design and implement policies for tables
• query table storage by using code
• implement partitioning schemes

Develop solutions that use Cosmos DB storage

• create, read, update, and delete data by using appropriate APIs
• implement partitioning schemes
• set the appropriate consistency level for operations

Develop solutions that use a relational database

• provision and configure relational databases
• configure elastic pools for Azure SQL Database
• create, read, update, and delete data tables by using code
• provision and configure Azure SQL Database serverless instances
• provision and configure Azure SQL and Azure PostgreSQL Hyperscale instances

Develop solutions that use blob storage

• move items in Blob storage between storage accounts or containers
• set and retrieve properties and metadata
• implement blob leasing
• implement data archiving and retention
• implement Geo Zone Redundant Storage

Implement authentication

• implement authentication by using certificates, forms-based authentication, or tokens
• implement multi-factor or Windows authentication by using Azure AD
• implement OAuth2 authentication
• implement Managed identities/Service Principal authentication
• implement Microsoft identity platform

Implement access control

• implement CBAC (Claims-Based Access Control) authorization
• implement RBAC (Role-Based Access Control) authorization
• create shared access signatures

Implement secure data solutions

• encrypt and decrypt data at rest and in transit
• create, read, update, and delete keys, secrets, and certificates by using the Key Vault API

Develop code to support scalability of apps and services

• implement auto scaling rules and patterns (schedule, operational/system metrics, singleton applications)
• implement code that handles transient faults
• implement AKS scaling strategies

Integrate caching and content delivery within solutions

• store and retrieve data in Azure Redis cache
• develop code to implement CDN’s in solutions
• invalidate cache content (CDN or Redis)

Instrument solutions to support monitoring and logging

• configure instrumentation in an app or service by using Application Insights
• analyze and troubleshoot solutions by using Azure Monitor
• implement Application Insights Web Test and Alerts

Develop an App Service Logic App

• create a Logic App
• create a custom connector for Logic Apps
• create a custom template for Logic Apps

Integrate Azure Search within solutions

• create an Azure Search index
• import searchable data
• query the Azure Search index
• implement cognitive search

Implement API management

• establish API Gateways
• create an APIM instance
• configure authentication for APIs
• define policies for APIs

Develop event-based solutions

• implement solutions that use Azure Event Grid
• implement solutions that use Azure Notification Hubs
• implement solutions that use Azure Event Hub

Develop message-based solutions

• implement solutions that use Azure Service Bus
• implement solutions that use Azure Queue Storage queues

Implement IaaS solutions

• provision VMs
• create ARM templates
• create container images for solutions
• publish an image to the Azure Container Registry
• run containers by using Azure Container Instance

Create Azure App Service Web Apps

• create an Azure App Service Web App
• enable diagnostics logging
• deploy code to a web app
• configure web app settings
• implement auto scaling rules (schedule, operational/system metrics)

Implement Azure functions

• implement input and output bindings for a function
• implement function triggers by using data operations, timers, and webhooks
• implement Azure Durable Functions

Develop solutions that use Cosmos DB storage

• select the appropriate API for your solution
• implement partitioning schemes
• interact with data using the appropriate SDK
• set the appropriate consistency level for operations
• create Cosmos DB containers

Develop solutions that use blob storage

• move items in Blob storage between storage accounts or containers
• set and retrieve properties and metadata
• interact with data using the appropriate SDK
• implement data archiving and retention

Implement user authentication and authorization

• implement OAuth2 authentication
• create and implement shared access signatures
• register apps and use Azure Active Directory to authenticate users

Implement secure cloud solutions

• secure app configuration data by using the App Configuration and Key Vault API
• manage keys, secrets, and certificates by using the Key Vault API
• implement Managed Identities for Azure resources

Integrate caching and content delivery within solutions

• develop code to implement CDN’s in solutions
• configure cache and expiration policies
• store and retrieve data in Azure Redis cache

Instrument solutions to support monitoring and logging

• configure instrumentation in an app or service by using Application Insights
• analyze and troubleshoot solutions by using Azure Monitor
• implement Application Insights Web Test and Alerts
• implement code that handles transient faults

Develop an App Service Logic App

• create a Logic App
• create a custom connector for Logic Apps
• create a custom template for Logic Apps

Implement API Management

• create an APIM instance
• configure authentication for APIs
• define policies for APIs

Develop event-based solutions

Note: Creating event models is in scope

• implement solutions that use Azure Event Grid
• implement solutions that use Azure Notification Hubs
• implement solutions that use Azure Event Hub

Develop message-based solutions

• implement solutions that use Azure Service Bus
• implement solutions that use Azure Queue Storage queues

Manage Azure subscriptions

• assign administrator permissions
• configure cost center quotas and tagging
• configure policies at Azure subscription level
• implement Management Groups

Analyze resource utilization and consumption

• configure diagnostic settings on resources
• create baseline for resources
• create and test alerts
• analyze alerts across subscription
• analyze metrics across subscription
• create action groups and action rules
• monitor for unused resources
• monitor spends
• report on spend
• utilize log queries in Azure Monitor
• view alerts in Azure Monitor

Manage resource groups

• use Azure policies for resource groups
• configure resource locks
• configure resource policies
• implement and set tagging on resource groups
• move resources across resource groups
• remove resource groups

Managed role-based access control (RBAC)

• create a custom role
• configure access to Azure resources by assigning roles
• configure management access to Azure
• troubleshoot RBAC
• implement RBAC policies
• assign RBAC Roles

Create and configure storage accounts

• configure network access to the storage account
• create and configure storage account
• generate shared access signature
• install and use Azure Storage Explorer
• manage access keys
• monitor activity log by using Monitor Logs
• implement Azure storage replication
• implement Azure AD Authentication

Import and export data to Azure

• create export from Azure job
• create import into Azure job
• use Azure Data Box
• configure and use Azure blob storage
• configure Azure content delivery network (CDN) endpoints
• use Azure Data Factory to transfer data to Azure

Configure Azure files

• create Azure file share
• create Azure File Sync service
• create Azure sync group
• troubleshoot Azure File Sync

Implement Azure backup

• configure and review backup reports
• perform backup operation
• create Recovery Services Vault
• create and configure backup policy
• perform a restore operation

Create and configure a VM for Windows and Linux

• configure high availability
• configure monitoring, networking, storage, and virtual machine size
• deploy and configure scale sets

Automate deployment of VMs

• modify Azure Resource Manager (ARM) template
• configure location of new VMs
• configure VHD template
• deploy from template
• save a deployment as an ARM template
• deploy Windows and Linux VMs

Manage Azure VM

• add data discs
• add network interfaces
• automate configuration management by using PowerShell Desired State Configuration

(DSC) and VM Agent by using custom script extensions

• manage VM sizes
• move VMs from one resource group to another
• redeploy VMs
• soft delete for Azure VMs

Manage VM backups

• configure VM backup
• define backup policies
• implement backup policies
• perform VM restore
• Azure Site Recovery

Create connectivity between virtual networks

• create and configure VNET peering
• create and configure VNET to VNET connections
• verify virtual network connectivity
• create virtual network gateway

Implement and manage virtual networking

• configure private and public IP addresses, network routes, network interface, subnets, and virtual network

Configure name resolution

• configure Azure DNS
• configure custom DNS settings
• configure private and public DNS zones

Create and configure a Network Security Group (NSG)

• create security rules
• associate NSG to a subnet or network interface
• identify required ports
• evaluate effective security rules
• implement Application Security Groups

Implement Azure load balancer

• configure internal load balancer
• configure load balancing rules
• configure public load balancer
• troubleshoot load balancing

Monitor and troubleshoot virtual networking

• monitor on-premises connectivity
• use Network resource monitoring
• use Network Watcher
• troubleshoot external networking
• troubleshoot virtual network connectivity

Integrate on premises network with Azure virtual network

• create and configure Azure VPN Gateway
• create and configure site to site VPN
• configure Express Route
• verify on premises connectivity
• troubleshoot on premises connectivity with Azure
• use Azure network adapter

Manage Azure Active Directory (AD)

• add custom domains
• Azure AD Join
• configure self-service password reset
• manage multiple directories

Manage Azure AD objects (users, groups, and devices)

• create users and groups
• manage user and group properties
• manage device settings
• perform bulk user updates
• manage guest accounts

Implement and manage hybrid identities

• install Azure AD Connect, including password hash and pass-through synchronization use Azure AD Connect to configure federation with on-premises Active Directory Domain
• Services (AD DS)
• manage Azure AD Connect
• manage password sync and password writeback

 Implement multi-factor authentication (MFA)

• configure user accounts for MFA
• enable MFA by using bulk update
• configure fraud alerts
• configure bypass options
• configure Trusted IPs
• configure verification methods

Identify features of common AI workloads

• identify prediction/forecasting workloads
• identify features of anomaly detection workloads
• identify computer vision workloads
• identify natural language processing or knowledge mining workloads
• identify conversational AI workloads

Identify guiding principles for responsible AI

• describe considerations for fairness in an AI solution
• describe considerations for reliability and safety in an AI solution
• describe considerations for privacy and security in an AI solution
• describe considerations for inclusiveness in an AI solution
• describe considerations for transparency in an AI solution
• describe considerations for accountability in an AI solution

Identify common machine learning types

• identify regression machine learning scenarios
• identify classification machine learning scenarios
• identify clustering machine learning scenarios

Describe core machine learning concepts

• identify features and labels in a dataset for machine learning
• describe how training and validation datasets are used in machine learning
• describe how machine learning algorithms are used for model training
• select and interpret model evaluation metrics for classification and regression

Identify core tasks in creating a machine learning solution

• describe common features of data ingestion and preparation
• describe common features of feature selection and engineering
• describe common features of model training and evaluation
• describe common features of model deployment and management

Describe capabilities of no-code machine learning with Azure Machine Learning

• automated Machine Learning UI
• azure Machine Learning designer

Identify common types of computer vision solution

• identify features of image classification solutions
• identify features of object detection solutions
• identify features of semantic segmentation solutions
• identify features of optical character recognition solutions
• identify features of facial detection, facial recognition, and facial analysis solutions

Identify Azure tools and services for computer vision tasks

• identify capabilities of the Computer Vision service
• identify capabilities of the Custom Vision service
• identify capabilities of the Face service
• identify capabilities of the Form Recognizer service

Identify features of common NLP Workload Scenarios

• identify features and uses for key phrase extraction
• identify features and uses for entity recognition
• identify features and uses for sentiment analysis
• identify features and uses for language modeling
• identify features and uses for speech recognition and synthesis
• identify features and uses for translation

Identify Azure tools and services for NLP workloads

• identify capabilities of the Text Analytics service
• identify capabilities of the Language Understanding Intelligence Service (LUIS)
• identify capabilities of the Speech service
• identify capabilities of the Translator Text service

Identify common use cases for conversational AI

• identify features and uses for webchat bots
• identify features and uses for telephone voice menus
• identify features and uses for personal digital assistants
• identify common characteristics of conversational AI solutions

Identify Azure services for conversational AI

• identify capabilities of the QnA Maker service
• identify capabilities of the Bot Framework

Identify features of common AI workloads

• identify prediction/forecasting workloads
• identify features of anomaly detection workloads
• identify computer vision workloads
• identify natural language processing or knowledge mining workloads
• identify conversational AI workloads

Identify guiding principles for responsible AI

• describe considerations for fairness in an AI solution
• describe considerations for reliability and safety in an AI solution
• describe considerations for privacy and security in an AI solution
• describe considerations for inclusiveness in an AI solution
• describe considerations for transparency in an AI solution
• describe considerations for accountability in an AI solution

Identify common machine learning types

• identify regression machine learning scenarios
• identify classification machine learning scenarios
• identify clustering machine learning scenarios

Describe core machine learning concepts

• identify features and labels in a dataset for machine learning
• describe how training and validation datasets are used in machine learning
• describe how machine learning algorithms are used for model training
• select and interpret model evaluation metrics for classification and regression

Identify core tasks in creating a machine learning solution

• describe common features of data ingestion and preparation
• describe feature engineering and selection
• describe common features of model training and evaluation
• describe common features of model deployment and management

Describe capabilities of no-code machine learning with Azure Machine Learning studio

• automated ML Wizard UI
• azure Machine Learning designer

Identify common types of computer vision solution

• identify features of image classification solutions
• identify features of object detection solutions
• identify features of semantic segmentation solutions
• identify features of optical character recognition solutions
• identify features of facial detection, facial recognition, and facial analysis solutions

Identify Azure tools and services for computer vision tasks

• identify capabilities of the Computer Vision service
• identify capabilities of the Custom Vision service
• identify capabilities of the Face service
• identify capabilities of the Form Recognizer service

Identify features of common NLP Workload Scenarios

• identify features and uses for key phrase extraction
• identify features and uses for entity recognition
• identify features and uses for sentiment analysis
• identify features and uses for language modeling
• identify features and uses for speech recognition and synthesis
• identify features and uses for translation

Identify Azure tools and services for NLP workloads

• identify capabilities of the Text Analytics service
• identify capabilities of the Language Understanding service (LUIS)
• identify capabilities of the Speech service

Identify common use cases for conversational AI

• identify features and uses for webchat bots
• identify features and uses for telephone voice menus
• identify features and uses for personal digital assistants
• identify common characteristics of conversational AI solutions

Identify Azure services for conversational AI

• identify capabilities of the QnA Maker service
• identify capabilities of the Azure Bot service