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For candidates that are aiming to develop their skills in building, operating, and deploying AI solutions with the help of such services as Azure Applied AI services and Azure Cognitive Services, the best variant is to pass the Microsoft AI-102 exam. This exam is all about designing and applying a Microsoft Azure AI Solution, and leads to getting the Microsoft Certified: Azure AI Engineer Associate certification.

Passing this exam implies that certified candidates are able to participate in all stages of AI solutions development from defining requirements to performance tuning and monitoring. These professionals cooperate with solution architects, as well as with data engineers and scientists, AI developers to show their vision and create comprehensive AI solutions.

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

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

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

2. Design AI solutions (40-45%)

Design solutions that include one or more pipelines

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

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

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

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

  • Ensure that data adheres to compliance requirements defined by your organization
  • Design a content moderation strategy for data usage within an AI solution
  • 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
  • Create solution endpoints
  • Manage the flow of data through the solution components
  • Develop streaming solutions
  • Define and construct interfaces for custom AI services
  • Develop AI pipelines

Integrate AI services with solution components

  • 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
  • Configure integration with Cognitive Services

Monitor and evaluate the AI environment

  • Recommend changes to an AI solution based on performance data
  • Monitor AI components for availability
  • 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

Microsoft AI-102 Korean Exam Syllabus Topics:

SectionWeightObjectives
Implement Decision Support Solutions10-15%- Design and implement decision automation
- Integrate Azure AI services into applications
- Monitor and optimize decision support solutions
Implement Natural Language Processing Solutions20-25%- Implement speech capabilities using Azure AI Speech
- Build question answering solutions
- Create conversational AI solutions with Azure AI Bot Service
- Analyze text using Azure AI Language
- Translate text and speech
Implement Computer Vision Solutions15-20%- Implement Azure AI Face service
- Analyze images using Azure AI Vision
- Read and process documents using Azure AI Document Intelligence
- Process video and generate insights
- Implement object detection and image classification
Implement Knowledge Mining and Document Intelligence Solutions15-20%- Implement Azure AI Search solutions
- Implement semantic and vector search
- Design document processing pipelines
- Create custom skills for Azure AI Search
Plan and Manage an Azure AI Solution15-20%- Manage AI costs and resource allocation
- Select appropriate Azure AI services and technologies
- Plan and configure secure AI solutions
- Implement governance and compliance for AI solutions
Implement Generative AI Solutions10-15%- Apply responsible AI practices
- Implement prompt engineering techniques
- Integrate Azure OpenAI models into applications
- Use Azure OpenAI Service for generative AI

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