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

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 auditing requirements
  • Identify appropriate tools for a solution

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

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

2. Design AI solutions (40-45%)

Design solutions that include one or more pipelines

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

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 with Azure app services and Azure Application Insights
  • Design bot services that use Language Understanding (LUIS)
  • Design bots that integrate with channels
  • Integrate bots and AI solutions

Design the compute infrastructure to support a solution

  • Select a compute solution that meets cost constraints
  • Identify whether to create a GPU, FPGA, or CPU-based solution
  • 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 appropriate governance of data
  • Design strategies to ensure that the solution meets data privacy regulations and industry standards
  • Ensure that data adheres to compliance requirements defined by your organization
  • Define how users and applications will authenticate to AI services

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

Implement an AI workflow

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

Integrate AI services with solution components

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

Monitor and evaluate the AI environment

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

Introduction to AI-102: Designing and Implementing an Azure AI Solution Exam

Candidates for AI-102 Exam are seeking to prove fundamental knowledge and skills in Designing and Implementing an Azure AI Solution domain. Before taking this exam, aspirants ought to have a solid fundamental information of the concepts shared in preparation guide as well as basic understanding of Azure administration, Azure development, and DevOpss would give an added edge.

This exam validates the ability to use the various services within the Microsoft Azure Artificial Intelligence (AI) portfolio.

It is suggested that professionals accustomed to the ideas and also the technologies represented here by taking relevant training courses. Candidates are expected to have some hands-on experience on bot services that use Language Understanding , bots with Azure Application Insights, creating a GPU, FPGA, or CPU-based solution, implementing AI workflow.

After passing this exam, candidates get a certificate from Microsoft that helps them to demonstrate their proficiency to their clients and employers.

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

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Microsoft AI-102 Exam Syllabus Topics:

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

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