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Microsoft AI-102 Exam Syllabus Topics:

TopicDetails
Topic 1
  • Implement natural language processing solutions: This domain involves text and speech processing, including sentiment analysis, translation, speech-to-text and text-to-speech implementation, building language understanding models, and creating question answering systems.
Topic 2
  • Plan and manage an Azure AI solution: This domain covers selecting appropriate Azure AI services for various solution types, planning and deploying resources following Responsible AI principles, managing authentication and costs, and implementing content moderation and safety controls.
Topic 3
  • Implement computer vision solutions: This domain addresses image and video analysis using Azure Vision services, including object detection, text extraction, training custom vision models, and extracting insights from video streams.

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

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 components and technologies required to connect service endpoints
  • Select the appropriate data processing technologies
  • 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 auditing requirements
  • Identify appropriate tools for a solution
  • 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

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
  • Define an AI application workflow process
  • Design a strategy for ingest and egress data
  • Select an AI solution that meet cost constraints
  • 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 and AI solutions
  • Design bot services that use Language Understanding (LUIS)
  • Design bots that integrate with channels
  • 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 use a cloud-based, on-premises, or hybrid compute infrastructure
  • Identify whether to create a GPU, FPGA, or CPU-based solution

Design for data governance, compliance, integrity, and security

  • Ensure appropriate governance of data
  • Design a content moderation strategy for data usage within an AI solution
  • Define how users and applications will authenticate to AI services
  • 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

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

Implement an AI workflow

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

Integrate AI services with solution components

  • 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
  • Configure integration with Cognitive Services

Monitor and evaluate the AI environment

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

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