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Microsoft offers guide to pirating Harry Potter series for LLM training

6 days ago
  • #LangChain
  • #Azure SQL
  • #Vector Search
  • Microsoft SQL now supports native vector search capabilities in Azure SQL and SQL database in Microsoft Fabric.
  • The langchain-sqlserver package enables the management of SQL Server as a Vectorstore in LangChain.
  • A step-by-step tutorial demonstrates how to add generative AI features to applications using Azure SQL DB, LangChain, and LLMs.
  • The Harry Potter series is used as a dataset for creating engaging examples.
  • Two use cases are explored: a Q&A system and generating AI-driven Harry Potter fan fiction.
  • The process involves installing the langchain-sqlserver package, loading and chunking the dataset, generating embeddings, and initializing the vector store.
  • The Q&A system leverages similarity search to provide context-rich answers.
  • The fan fiction generator uses embeddings to create new stories based on user prompts.
  • Code samples and a GitHub repository are provided for further exploration.