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 data processing technologies
- Identify components and technologies required to connect service endpoints
- Select the appropriate AI models and services
- Select the processing architecture for a solution
Map security requirements to tools, technologies, and processes
- Identify auditing requirements
- 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
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
2. Design AI solutions (40-45%)
Design solutions that include one or more pipelines
- Design pipelines that use AI apps
- Design pipelines that call Azure Machine Learning models
- Define an AI application workflow process
- Design a strategy for ingest and egress data
- Design the integration point between multiple workflows and pipelines
- 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 bots that integrate with channels
- Integrate bots with Azure app services and Azure Application Insights
- Design bot services that use Language Understanding (LUIS)
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 appropriate governance of data
- Ensure that data adheres to compliance requirements defined by your organization
- Design strategies to ensure that the solution meets data privacy regulations and industry standards
- Design a content moderation strategy for data usage within an AI solution
- Define how users and applications will authenticate to AI services
3. Implement and monitor AI solutions (25-30%)
Implement an AI workflow
- Implement data logging processes
- Manage the flow of data through the solution components
- Develop AI pipelines
- Develop streaming solutions
- Create solution endpoints
- Define and construct interfaces for custom AI services
Integrate AI services with solution components
- Configure prerequisite components to allow connectivity to the Bot Framework
- Implement Azure Search in a solution
- Configure integration with Cognitive Services
- Configure prerequisite components and input datasets to allow the consumption of Cognitive Services APIs
Monitor and evaluate the AI environment
- Monitor AI components for availability
- Maintain an AI solution for continuous improvement
- Recommend changes to an AI solution based on performance data
- Identify the differences between KPIs, reported metrics, and root causes of the differences
- Identify the differences between expected and actual workflow throughput
Reference: https://docs.microsoft.com/en-us/learn/certifications/exams/ai-102
Who should take the AI-102: Designing and Implementing an Azure AI Solution Exam
The AI-102 Exam certification is an internationally-recognized certification which help to have validation for Azure AI Solution Architects who have ability to accomplish the following technical tasks: analyze solution requirements; design solutions; integrate AI models into solutions; and deploy and manage solutions.
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.
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Microsoft AI-102 Korean Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Implement Generative AI Solutions | 10-15% | - Apply responsible AI practices - Implement prompt engineering techniques - Use Azure OpenAI Service for generative AI - Integrate Azure OpenAI models into applications |
| Topic 2: Implement Decision Support Solutions | 10-15% | - Monitor and optimize decision support solutions - Integrate Azure AI services into applications - Design and implement decision automation |
| Topic 3: Implement Natural Language Processing Solutions | 20-25% | - Translate text and speech - Create conversational AI solutions with Azure AI Bot Service - Build question answering solutions - Analyze text using Azure AI Language - Implement speech capabilities using Azure AI Speech |
| Topic 4: Plan and Manage an Azure AI Solution | 15-20% | - Plan and configure secure AI solutions - Implement governance and compliance for AI solutions - Manage AI costs and resource allocation - Select appropriate Azure AI services and technologies |
| Topic 5: Implement Knowledge Mining and Document Intelligence Solutions | 15-20% | - Design document processing pipelines - Implement semantic and vector search - Create custom skills for Azure AI Search - Implement Azure AI Search solutions |
| Topic 6: Implement Computer Vision Solutions | 15-20% | - Implement Azure AI Face service - Read and process documents using Azure AI Document Intelligence - Process video and generate insights - Implement object detection and image classification - Analyze images using Azure AI Vision |
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