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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

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

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 storage required to store logging, bot state data, and Cognitive Services output
  • 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 pipelines that use AI apps
  • Design a strategy for ingest and egress data
  • Define an AI application workflow process
  • 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 with Azure app services and Azure Application Insights
  • Design bots that integrate with channels
  • Design bot services that use Language Understanding (LUIS)
  • Integrate bots and AI solutions

Design the compute infrastructure to support a solution

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

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
  • 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
  • Ensure appropriate governance of data

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

Implement an AI workflow

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

Integrate AI services with solution components

  • Configure integration with Cognitive Services
  • Implement Azure Search in a solution
  • Configure prerequisite components to allow connectivity to the Bot Framework
  • 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
  • Monitor AI components for availability
  • Recommend changes to an AI solution based on performance data
  • Identify the differences between KPIs, reported metrics, and root causes of the differences
  • Maintain an AI solution for continuous improvement

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How to Prepare For AI-102: Designing and Implementing an Azure AI Solution Exam

Preparation Guide for AI-102: Designing and Implementing an Azure AI Solution Exam

Introduction

Microsoft has created a track for Azure professionals analyze the requirements for AI solutions, recommend appropriate tools and technologies, and implements solutions that meet scalability and performance requirements, to get certified this platform. solution architects translate the vision and work with data scientists, data engineers, IoT specialists, and AI developers to build complete end-to-end solutions. The assessment is based on a rigorous exam using industry standard methodology to determine whether a candidate meets Microsoft's proficiency standards.

This certification been actually designed for aspirants design and implement AI apps and agents that use Microsoft Azure Cognitive Services.

For this exam candidate having proficiency in using cognitive service APIs to meet business requirements, appropriate AI models and services, automation requirements, data privacy and protection , bot state data , cognitive service output would be an added advantage.

Certification is evidence of your skills, expertise in those areas in which you like to work. If candidate wants to work as AI solution architect and prove his knowledge, certification offered by Microsoft. This AI-102 Exam Certification helps a candidate to validates his skills in Azure platform.

In this guide, we will cover the AI-102: Designing and Implementing an Azure AI Solution Certification exam, AI-102: Designing and Implementing an Azure AI Solution Certified professional salary and all aspects of the AI-102: Designing and Implementing an Azure AI Solution Certification.

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

Microsoft AI-102日本語 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Implement knowledge mining and information extraction solutions15-20%- Implement intelligent search and retrieval
- Ingest and process structured/unstructured data
- Build knowledge bases and search indexes
- Extract entities, relationships, and key phrases
Topic 2: Implement computer vision solutions10-15%- Extract text and handwriting from images
- Integrate vision capabilities into applications
- Analyze images and detect objects/features
- Process and index video content
- Build and deploy custom vision models
Topic 3: Plan and manage an Azure AI solution20-25%- Select appropriate Microsoft Foundry Services
- Create and configure Azure AI resources
- Select suitable AI models
- Monitor, optimize, and secure AI solutions
- Choose services for generative AI, computer vision, NLP, speech, information extraction, knowledge mining
- Plan solutions aligned with responsible AI principles
Topic 4: Implement generative AI solutions15-20%- Apply prompt engineering and fine-tuning
- Orchestrate multiple models and containers
- Implement model monitoring and feedback
- Integrate Azure OpenAI and other generative models
- Deploy and manage generative models
Topic 5: Implement natural language processing solutions15-20%- Perform text analysis, sentiment detection, and language detection
- Customize and deploy NLP models
- Implement translation and summarization
- Build conversational AI and chatbots
Topic 6: 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
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