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Implement knowledge mining with Azure AI Search (AI-3022)

Using Azure AI Search, you can extract key insights from information locked up in structured and unstructured data sources, and enable applications to search and analyze them.

GK# 834089 Vendor# AI-3022
Vendor Credits:
  • Global Knowledge Delivered Course
  • Training Exclusives
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Course Outline

Module 1: Create an Azure AI Search solution

  • Manage capacity
  • Understand search components
  • Understand the indexing process
  • Search an index
  • Apply filtering and sorting
  • Enhance the index

Module 2: Create a custom skill for Azure AI Search

  • Define the custom skill schema
  • Add a custom skill
  • Custom text classification skill
  • Machine learning custom skill

Module 3: Create a knowledge store with Azure AI Search

  • Define projections
  • Define a knowledge store

Module 4: Implement advanced search features in Azure AI Search

  • Improve the ranking of a document with term boosting
  • Improve the relevance of results by adding scoring profiles
  • Improve an index with analyzers and tokenized terms
  • Enhance an index to include multiple languages
  • Improve search experience by ordering results by distance from a given reference point

Module 5: Search data outside the Azure platform in Azure AI Search using Azure Data Factory

  • Index data from external data sources using Azure Data Factory
  • Index any data using the Azure AI Search push API

Module 6: Maintain an Azure AI Search solution

  • Manage security of an Azure AI Search solution
  • Optimize performance of an Azure AI Search solution
  • Manage costs of an Azure AI Search solution
  • Improve reliability of an Azure AI Search solution
  • Monitor an Azure AI Search solution
  • Debug search issues using the Azure portal

Module 7: Perform search reranking with semantic ranking in Azure AI Search

  • What is semantic ranking
  • Set up semantic ranking

Module 8: Perform vector search and retrieval in Azure AI Search

  • What is vector search
  • Prepare your search
  • Understand embedding
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Prerequisites

  • Familiarity with Microsoft Azure
  • Application development experience with C# or Python

PDUs

Classroom Live and Virtual Classroom Live

  • Power Skills = 7
  • Business Acumen = 7
  • Ways of Working = 10

Total = 24

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