https://github.com/ishwarya254/ai-driven-sql-query-assistant
AI-Driven SQL Query Assistant, enables users to retrieve SQL queries by typing natural language questions. It utilizes ChatGroq, HuggingFaceEmbeddings, Chroma, and Langchain for accurate SQL generation.
https://github.com/ishwarya254/ai-driven-sql-query-assistant
few-shot-learning genai-chatbot langchain sql vectordb
Last synced: 6 months ago
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AI-Driven SQL Query Assistant, enables users to retrieve SQL queries by typing natural language questions. It utilizes ChatGroq, HuggingFaceEmbeddings, Chroma, and Langchain for accurate SQL generation.
- Host: GitHub
- URL: https://github.com/ishwarya254/ai-driven-sql-query-assistant
- Owner: Ishwarya254
- Created: 2024-10-24T03:38:10.000Z (12 months ago)
- Default Branch: main
- Last Pushed: 2024-10-24T04:05:15.000Z (12 months ago)
- Last Synced: 2024-10-24T20:55:33.533Z (12 months ago)
- Topics: few-shot-learning, genai-chatbot, langchain, sql, vectordb
- Language: Python
- Homepage: https://python.langchain.com/v0.2/api_reference/experimental/sql.html
- Size: 12.7 KB
- Stars: 1
- Watchers: 2
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# AI-Driven-SQL-Query-Assistant
--> Developed a system that generates and retrieves SQL queries based on natural language input
using ChatGroq (LLM), HuggingFace Embeddings, and Chroma for semantic search and
vectorized storage.
--> Utilized Langchain for chaining query prompts and SQL execution.
-->Applied few-shot learning techniques to improve the accuracy of SQL queries. Optimized for
seamless interaction with SQL databases, enabling efficient and conversational query responses.