Microsoft Copilot & Azure AI
AI-3022 Implement knowledge mining with Azure AI Search
A one-day lab on knowledge mining with Azure AI Search.
1 dayIntermediate8 modulesAI-3022
About this course
A one-day lab on knowledge mining with Azure AI Search. You will create a search solution, add custom skills, build a knowledge store, tune relevance with scoring profiles, semantic ranking and vector search, and index external data with Azure Data Factory.
Curriculum
8 modules
- Manage capacity
- Understand search components
- Understand the indexing process
- Search an index
- Apply filtering and sorting
- Enhance the index
- Define the custom skill schema
- Add a custom skill
- Custom text classification skill
- Machine learning custom skill
- Define projections
- Define a knowledge store
- 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
- Index data from external data sources using Azure Data Factory
- Index any data using the Azure AI Search push API
- 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
- What is semantic ranking?
- Set up semantic ranking
- What is vector search?
- Prepare your search
- Understand embedding
Who it's for
Developers building search and knowledge solutions.
Before you start
- Familiarity with Microsoft Azure Application development experience with C# or Python
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