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

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 appropriate tools for a solution
  • Identify which users and groups have access to information and interfaces

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

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

2. Design AI solutions (40-45%)

Design solutions that include one or more pipelines

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

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
  • Integrate bots and AI solutions
  • 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

  • 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
  • Ensure that data adheres to compliance requirements defined by your organization

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

Implement an AI workflow

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

Integrate AI services with solution components

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

Monitor and evaluate the AI environment

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

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Prep Options to Choose

The preparation process for the exam is a vital step on your way of passing the test, that’s why you need to find the most actual and reliable resources. Microsoft offers two options for you to choose from online free training or instructor-led, which is a paid one. For example, the free training represents a collection of learning paths each of which contains the different number of modules, from one to five. Thus, you can choose which ones to follow: Prepare for AI engineering (1 module), Process and Translate Speech with Azure Cognitive Speech Services (2 modules), Create computer vision solutions with Azure Cognitive Services (3 modules), to name a few. The paid course is known to be Course AI-102T00: Designing and Implementing a Microsoft Azure AI Solution and lasts for 4 days. It is intended for software developers interested in developing skills to build AI infused apps that use Azure Cognitive Search and Services, and Microsoft Bot Framework.

In addition, you can check the Amazon website to find the books on the topics included in the exam to ace it from the first attempt. Only after the successful passing the AI-102 exam you will earn the Microsoft Certified: Azure AI Engineer Associate certification. So, good luck!

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

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For more info read reference:

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

Microsoft AI-102 Korean Exam Syllabus Topics:

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

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