AI-3022 Implement knowledge mining with Azure AI Search

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

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

3 - Create a knowledge store with Azure AI Search

• Define projections
• Define a knowledge store

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

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

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

7 - Perform search reranking with semantic ranking in Azure AI Search

• What is semantic ranking?
• Set up semantic ranking

8 - Perform vector search and retrieval in Azure AI Search

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

, Create an Azure AI Search solution, Create a custom skill for Azure AI Search, Create a knowledge store with Azure AI Search, Enrich your data with Azure AI Language, Implement advanced search features in Azure AI Search, Build an Azure Machine Learning custom skill for Azure AI Search, Search data outside the Azure platform in Azure AI Search using Azure Data Factory, Maintain an Azure AI Search solution, Perform search reranking with semantic ranking in Azure AI Search, Perform vector search and retrieval in Azure AI Search

Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy., Course ObjectivesBuild and deploy a comprehensive Azure AI Search solution.Develop and integrate custom skills to enhance Azure AI Search.Create and manage a knowledge store for enriched search experiences.Use Azure AI Language to enrich search indexes with custom classes.Implement advanced search features, including term boosting and multi-language support.Leverage Azure Machine Learning models to enhance AI search capabilities.Integrate external data sources using Azure Data Factory and the push API.Perform semantic ranking and vector search for improved search accuracy.

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