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Exam AI-102: Designing and Implementing a Microsoft Azure AI Solution

Candidates for Exam AI-102: Designing and Implementing a Microsoft Azure AI Solution build, manage, and deploy AI solutions that leverage Azure Cognitive Services, Azure Cognitive Search, and Microsoft Bot Framework.

Their responsibilities include participating in all phases of AI solutions development—from requirements definition and design to development, deployment, maintenance, performance tuning, and monitoring.

They work with solution architects to translate their vision and with data scientists, data engineers, IoT specialists, and AI developers to build complete end-to-end AI solutions.

Candidates for this exam should be proficient in C# or Python and should be able to use REST-based APIs and SDKs to build computer vision, natural language processing, knowledge mining, and conversational AI solutions on Azure.

They should also understand the components that make up the Azure AI portfolio and the available data storage options. Plus, candidates need to understand and be able to apply responsible AI principles.

Part of the requirements for: Microsoft Certified: Azure AI Engineer Associate

Download exam skills outline

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microsoft learning site AI-102 Skills measured Publish a Machine Learning Experiment with Microsoft Azure Machine Learning Studio Process and translate speech with Azure Cognitive Speech Services

Reference: https://docs.microsoft.com/en-us/learn/certifications/exams/ai-102

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Topics of AI-102: Designing and Implementing an Azure AI Solution Exam

Candidates should apprehend the examination topics before they begin of preparation. because it'll extremely facilitate them in touch the core. Our AI-102 exam dumps will include the following topics:

1. Analyze solution requirements (25-30%)

Recommend Cognitive Services APIs to meet business requirements

  • Identify components and technologies required to connect service endpoints
  • Identify automation requirements
  • Select the processing architecture for a solution
  • Select the appropriate AI models and services
  • Select the appropriate data processing technologies

Map security requirements to tools, technologies, and processes

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

Select the software, services, and storage required to support a solution

  • Identify integration points with other Microsoft services
  • Identify appropriate services and tools for a solution
  • Identify storage required to store logging, bot state data, and Cognitive Services output

2. Design AI solutions (40-45%)

Design solutions that include one or more pipelines

  • Select an AI solution that meet cost constraints
  • Design a strategy for ingest and egress data
  • Define an AI application workflow process
  • Design pipelines that use AI apps
  • Design pipelines that call Azure Machine Learning models
  • Design the integration point between multiple workflows and pipelines

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)
  • Integrate bots with Azure app services and Azure Application Insights
  • Design bots that integrate with channels

Design the compute infrastructure to support a solution

  • Identify whether to create a GPU, FPGA, or CPU-based solution
  • Select a compute solution that meets cost constraints
  • Identify whether to use a cloud-based, on-premises, or hybrid compute infrastructure

Design for data governance, compliance, integrity, and security

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

3. Implement and monitor AI solutions (25-30%)

Implement an AI workflow

  • Implement data logging processes
  • Develop AI pipelines
  • Manage the flow of data through the solution components
  • Develop streaming solutions
  • Create solution endpoints
  • Define and construct interfaces for custom AI services

Integrate AI services with solution components

  • Configure integration with Cognitive Services
  • Implement Azure Search in a solution
  • Configure prerequisite components and input datasets to allow the consumption of Cognitive Services APIs
  • Configure prerequisite components to allow connectivity to the Bot Framework

Monitor and evaluate the AI environment

  • Identify the differences between KPIs, reported metrics, and root causes of the differences
  • Maintain an AI solution for continuous improvement
  • Identify the differences between expected and actual workflow throughput
  • Recommend changes to an AI solution based on performance data
  • Monitor AI components for availability

Microsoft AI-102日本語 Exam Syllabus Topics:

SectionWeightObjectives
Implement generative AI solutions15-20%- Implement model monitoring and feedback
- Integrate Azure OpenAI and other generative models
- Orchestrate multiple models and containers
- Deploy and manage generative models
- Apply prompt engineering and fine-tuning
Implement an agentic solution5-10%- Understand agent use cases and types
- Build agents with Microsoft Foundry Agent Service
- Develop multi-agent workflows and orchestration
- Test, deploy, and optimize agents
Implement knowledge mining and information extraction solutions15-20%- Implement intelligent search and retrieval
- Extract entities, relationships, and key phrases
- Ingest and process structured/unstructured data
- Build knowledge bases and search indexes
Plan and manage an Azure AI solution20-25%- Create and configure Azure AI resources
- Select suitable AI models
- Monitor, optimize, and secure AI solutions
- Plan solutions aligned with responsible AI principles
- Select appropriate Microsoft Foundry Services
- Choose services for generative AI, computer vision, NLP, speech, information extraction, knowledge mining
Implement computer vision solutions10-15%- Process and index video content
- Build and deploy custom vision models
- Analyze images and detect objects/features
- Extract text and handwriting from images
- Integrate vision capabilities into applications
Implement natural language processing solutions15-20%- Perform text analysis, sentiment detection, and language detection
- Customize and deploy NLP models
- Build conversational AI and chatbots
- Implement translation and summarization

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