Database AI Agents: Complete Guide [NEW]

سرفصل های دوره

Leverage AI and LangChain to Build Advanced Database Query Agents and Interactive Applications

1. Introduction

1. Introduction

2. Course Prerequisites

2. Code and Resources

1.1 Building Database Agents.pdf

1. Course Code and Resources.html

3. Setup Development Environment

1. Development Environment Setup - Overview

4. AI Agents Deep Dive

1. What is an AI Agent and How it Works

2. AI Agents Use Cases

5. Building Database AI Agents - Deep Dive

1. Building Your First AI Agent & Langchain Introduction

2. Creating and Running the First AI Agent - Part 1

3. AI Agent Flow - Console App

4. Section Summary

6. Building Database Agents - CSV Agents

1. CSV Agents - Overview and Scenarion

2. Reading the CSV File and Showing Extracted Data

3. Build the CSV Agent and Interacting with the CSV Data

4. Adding Prefix and Suffix Prompt to Customize Our Agents Response

5. Adding a UI with Streamlit

6. Summary

7. Building Database Agents - SQL Database Agents

1. SQL Database Agents - Overview

2. Build the SQL Database from a CSV File

3. Build the SQL Agent and Interacting with the SQL Database

4. Adding Streamlit and Testing with more Queries

5. Summary

8. OpenAI Function Calling & SQL Database

1. Function Calling - Overview

2. Creating a Simple Function Call and Tools

3. Compete Function Calling Workflow and Seeing Results

9. Function Calling - Using Function Calling with Database AI Agents

1. Function Calling with Database Agents - Setup

2. Testing Functions Directly

3. Using OpenAI Function Calling Feature with SQL Database

4. Summary

10. OpenAI Assistants API - Leveraging the Assistants API for SQL Database AI Agents

1. OpenAI Assistants API and SQL Databases

2. Assistants API - Full Overview

3. Create an Assistant API and Query a SQL Database - Full Hands-on

11. Wrap up

1. Whats Next

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تولید کننده: Udemy