Implement knowledge mining with Azure AI Search

 

Developers, Solutions Architects, Students
 

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

Create an Azure AI Search solution

• Introduction
• Manage capacity
• Understand search components
• Understand the indexing process
• Search an index
• Apply filtering and sorting
• Enhance the index
• Exercise - Create a search solution
• Knowledge check
• Summary

Create a custom skill for Azure AI Search

• Introduction
• Define the custom skill schema
• Add a custom skill
• Custom text classification skill
• Machine learning custom skill
• Exercise - Create a Custom Skill for Azure AI Search
• Knowledge check
• Summary

Create a knowledge store with Azure AI Search

• Introduction
• Define projections
• Define a knowledge store
• Exercise - Create a knowledge store
• Knowledge check
• Summary

Implement advanced search features in Azure AI Search

• Introduction
• 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
• Exercise: Implement enhancements to search results
• Knowledge check
• Summary

Search data outside the Azure platform in Azure AI Search using Azure Data Factory

• Introduction
• Index data from external data sources using Azure Data Factory
• Index any data using the Azure AI Search push API
• Exercise: Add to an index using the push API
• Knowledge check
• Summary

Maintain an Azure AI Search solution

• Introduction
• 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
• Exercise - Debug search issues
• Knowledge check
• Summary

Perform search reranking with semantic ranking in Azure AI Search

• Introduction
• What is semantic ranking?
• Set up semantic ranking
• Exercise - Use semantic ranking on an index
• Knowledge check
• Summary

Perform vector search and retrieval in Azure AI Search

• Introduction
• What is vector search?
• Prepare your search
• Understand embedding
• Exercise - Use the REST API to run vector search queries
• Knowledge check
• Summary