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Microsoft AI-100 : Designing and Implementing an Azure AI Solution Exam

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Exam Number : AI-100
Exam Name : Designing and Implementing an Azure AI Solution
Vendor Name : Microsoft
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AI-100 test Format | AI-100 Course Contents | AI-100 Course Outline | AI-100 test Syllabus | AI-100 test Objectives


Candidates for this test analyze the requirements for AI solutions, recommend appropriate tools and technologies, and implements solutions that meet scalability and performance requirements.

Candidates translate the vision from solution architects and work with data scientists, data engineers, IoT specialists, and AI developers to build complete end-to-end solutions. Candidates design and implement AI apps and agents that use Microsoft Azure Cognitive Services and Azure Bot Service. Candidates can recommend solutions that use open source technologies.

Analyze solution requirements (25-30%)
Recommend Cognitive Services APIs to meet business requirements
select the processing architecture for a solution
select the appropriate data processing technologies
select the appropriate AI models and services
identify components and technologies required to connect service endpoints
identify automation requirements

Map security requirements to tools, technologies, and processes
identify processes and regulations needed to conform with data privacy, protection, and regulatory requirements
identify which users and groups have access to information and interfaces
identify appropriate tools for a solution
identify auditing requirements

Select the software, services, and storage required to support a solution
identify appropriate services and tools for a solution
identify integration points with other Microsoft services
identify storage required to store logging, bot state data, and Cognitive Services output

Design AI solutions (40-45%)
Design solutions that include one or more pipelines
define an AI application workflow process
design a strategy for ingest and egress data
design the integration point between multiple workflows and pipelines
design pipelines that use AI apps
design pipelines that call Azure Machine Learning models
select an AI solution that meet cost constraints

Design solutions that uses Cognitive Services
design solutions that use vision, speech, language, knowledge, search, and anomaly detection APIs

Design solutions that implement the Bot Framework
integrate bots and AI solutions
design bot services that use Language Understanding (LUIS)
design bots that integrate with channels
integrate bots with Azure app services and Azure Application Insights

Design the compute infrastructure to support a solution
identify whether to create a GPU, FPGA, or CPU-based solution
identify whether to use a cloud-based, on-premises, or hybrid compute infrastructure
select a compute solution that meets cost constraints

Design for data governance, compliance, integrity, and security
define how users and applications will authenticate to AI services
design a content moderation strategy for data usage within an AI solution
ensure that data adheres to compliance requirements defined by your organization
ensure appropriate governance of data
design strategies to ensure that the solution meets data privacy regulations and industry standards

Implement and monitor AI solutions (25-30%)
Implement an AI workflow
develop AI pipelines
manage the flow of data through the solution components
implement data logging processes
define and construct interfaces for custom AI services
create solution endpoints
develop streaming solutions

Integrate AI services with solution components
configure prerequisite components and input datasets to allow the consumption of Cognitive Services APIs
configure integration with Cognitive Services
configure prerequisite components to allow connectivity to the Bot Framework
implement Azure Search in a solution

Monitor and evaluate the AI environment
identify the differences between KPIs, reported metrics, and root causes of the differences
identify the differences between expected and genuine workflow throughput
maintain an AI solution for continuous improvement
monitor AI components for availability
recommend changes to an AI solution based on performance data



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