01. Replacing ORM and raw queries using LLM
Instead of manual query writing and data access logic, we implement a Text-to-SQL architecture where the LLM generates secure SQL in real-time directly from the user's natural language input.
You can learn about Text-to-SQL systems that generate and query SQL statements in real time in response to user questions.
6 learners are taking this course
Level Beginner
Course period Unlimited
Understanding Text-to-SQL Using LLMs
Implementing a real-time function calling structure through ToolCalling
Understanding the structure of dynamic query generation for creating flexible queries in real-time
Implementing the simplest and most complete chatbot system
In this course, we will build an intelligent AI agent that queries and controls databases in real-time using Text-To-SQL technology and Tool Calling.
Instead of manual query writing and data access logic, we implement a Text-to-SQL architecture where the LLM generates secure SQL in real-time directly from the user's natural language input.
Beyond simply generating answers, it completes an action structure where the LLM independently selects the appropriate APIs and Python functions for the situation and triggers them by mapping the necessary parameters.
Instead of complex, tangled pipelines, we use a simple and intuitive design approach to quickly build high-quality chatbot services capable of natural language querying.
Assuming a real business environment, the user's question intent is branched into three different flows.
Planners who are designing AI Agent chatbots with a concise and intuitive structure
Those who want to create a complete chatbot system by applying everything from the basics of Text-to-SQL to query validation and self-healing techniques.
Who is this course right for?
Planners and PMs who want to understand AI trends from a technical perspective
Developers who want to learn about the basics and advanced concepts of Text-to-SQL
A developer who needs to build a natural language query chatbot system using LLMs.
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💪💪💪An expert with both practical and teaching experience 💪💪💪
Hello, I'm Seonguk Kim. I graduated from Yonsei University and have worked as a software engineer at major corporations and startups. Currently, I am working as a full-time instructor for corporate training and bootcamps. As an instructor with both practical and teaching experience, I will deliver essential knowledge in an easy-to-understand manner.
Profile : https://www.linkedin.com/in/seongukkim
Corporate training inquiries: ksg39412@naver.com
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9 lectures ∙ (3hr 15min)
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