Mastering AI Agents for Databases
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Mastering AI Agents for Databases
Included with
Recommended experience
Recommended experience
What you'll learn
Build and deploy AI agents for CSV and SQL databases with customized workflows.
Utilize OpenAI’s function calling to streamline database interactions.
Create user-friendly interfaces for AI agents using tools like Streamlit.
Leverage Assistants API to design robust solutions for database querying.
Skills you'll gain
Details to know
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There are 10 modules in this course
Unlock the potential of AI agents in database management with this hands-on course. Learn to build intelligent solutions for both CSV and SQL databases using tools like LangChain, OpenAI’s function calling, and Assistants API. By the end of the course, you’ll have the expertise to streamline and optimize database interactions with cutting-edge AI technologies.
Begin with the foundational knowledge of AI agents, exploring their applications and development environment setup. Progress to building your first AI agent, understanding its flow, and integrating user-friendly interfaces with Streamlit. You’ll dive deep into constructing database-specific agents, starting with CSV data and transitioning to SQL databases for advanced functionality. Advance your skills with OpenAI’s function calling to enhance database workflows, and leverage the Assistants API to build robust solutions for querying and managing SQL databases. Through practical examples and guided implementation, you’ll master AI-driven database solutions. Ideal for developers, data engineers, and AI enthusiasts with Python and database knowledge, this intermediate course equips you with skills that are future-ready for AI-powered data management.
In this module, we will introduce the course by outlining its key objectives and the essential prerequisites required to ensure your success. You'll gain a clear understanding of the learning journey ahead and prepare yourself for mastering AI agents for databases.
What's included
2 videos1 reading
2 videos•Total 3 minutes
- Introduction•1 minute
- Course Prerequisites•1 minute
1 reading•Total 10 minutes
- Full Course Resource•10 minutes
In this module, we will guide you through setting up your development environment, ensuring you have the right tools and configurations to participate effectively in the course. By the end of this section, your environment will be fully operational and ready for practical exercises.
What's included
1 video1 assignment
1 video•Total 2 minutes
- Development Environment Setup - Overview•2 minutes
1 assignment•Total 15 minutes
- Assessment 1•15 minutes
In this module, we will delve into the core principles and operations of AI agents, providing an in-depth understanding of their design and functionality. You'll also discover various real-world use cases, highlighting their transformative impact across industries.
What's included
2 videos1 assignment
2 videos•Total 9 minutes
- What is an AI Agent and How it Works•8 minutes
- AI Agents Use Cases•2 minutes
1 assignment•Total 15 minutes
- Assessment 2•15 minutes
In this module, we will guide you through the process of building and running your first AI agent, starting with an introduction to LangChain. You’ll gain hands-on experience with AI agent workflows and consolidate your knowledge with a comprehensive section summary.
What's included
4 videos1 assignment
4 videos•Total 14 minutes
- Building Your First AI Agent & LangChain Introduction•2 minutes
- Creating and Running the First AI Agent - Part 1•8 minutes
- AI Agent Flow - Console App•3 minutes
- Section Summary•1 minute
1 assignment•Total 15 minutes
- Assessment 3•15 minutes
In this module, we will explore the creation of CSV agents, from reading and processing CSV files to customizing and deploying them. You’ll also learn to enhance user experience by adding a Streamlit-based interface and conclude with a summary of the key concepts covered.
What's included
6 videos1 assignment
6 videos•Total 29 minutes
- CSV Agents - Overview and Scenario•2 minutes
- Reading the CSV File and Showing Extracted Data•3 minutes
- Build the CSV Agent and Interacting with the CSV Data•7 minutes
- Adding Prefix and Suffix Prompt to Customize Our Agent's Response•11 minutes
- Adding a UI with Streamlit•5 minutes
- Summary•2 minutes
1 assignment•Total 15 minutes
- Assessment 4•15 minutes
In this module, we will guide you through building SQL database agents, starting from constructing an SQL database from CSV files to interacting with it using an AI agent. You'll also learn how to enhance the agent with Streamlit and refine it through extensive query testing, concluding with a summary of the section.
What's included
5 videos1 assignment
5 videos•Total 25 minutes
- SQL Database Agents - Overview•1 minute
- Build the SQL Database from a CSV File•7 minutes
- Build the SQL Agent and Interacting with the SQL Database•12 minutes
- Adding Streamlit and Testing with More Queries•3 minutes
- Summary•1 minute
1 assignment•Total 15 minutes
- Assessment 5•15 minutes
In this module, we will explore the concept of OpenAI function calling and its application in SQL databases. You'll learn to create function calls, understand the workflow, and interpret the results, enabling you to enhance database interactions with cutting-edge AI capabilities.
What's included
3 videos1 assignment
3 videos•Total 22 minutes
- Function Calling - Overview•5 minutes
- Creating a Simple Function Call and Tools•6 minutes
- Complete Function Calling Workflow and Seeing Results•10 minutes
1 assignment•Total 15 minutes
- Assessment 6•15 minutes
In this module, we will focus on integrating function calling with database AI agents, from initial setup to testing and applying the OpenAI function calling feature with SQL databases. By the end, you’ll have a comprehensive understanding of how to use this feature to streamline and automate database operations.
What's included
4 videos1 assignment
4 videos•Total 11 minutes
- Function Calling with Database Agents - Setup•5 minutes
- Testing Functions Directly•1 minute
- Using OpenAI Function Calling Feature with SQL Database•4 minutes
- Summary•1 minute
1 assignment•Total 15 minutes
- Assessment 7•15 minutes
In this module, we will explore the OpenAI Assistants API, detailing its use in SQL database operations. Through hands-on demonstrations, you'll learn to create an Assistant API and use it to query databases, unlocking powerful AI-driven automation capabilities.
What's included
3 videos1 assignment
3 videos•Total 18 minutes
- OpenAI Assistants API and SQL Databases•1 minute
- Assistants API - Full Overview•7 minutes
- Create an Assistant API and Query a SQL Database - Full Hands-on•11 minutes
1 assignment•Total 15 minutes
- Assessment 8•15 minutes
In this module, we will review the course's journey and provide guidance on future learning opportunities. You'll gain insights into how to apply your new skills effectively and explore advanced topics to continue your development in AI and database management.
What's included
1 video1 assignment
1 video•Total 3 minutes
- What's Next•3 minutes
1 assignment•Total 60 minutes
- Full Course Assessment•60 minutes
Instructor
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DeepLearning.AI
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Snowflake
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Frequently asked questions
Yes, you can preview the first video and view the syllabus before you enroll. You must purchase the course to access content not included in the preview.
If you decide to enroll in the course before the session start date, you will have access to all of the lecture videos and readings for the course. You’ll be able to submit assignments once the session starts.
Once you enroll and your session begins, you will have access to all videos and other resources, including reading items and the course discussion forum. You’ll be able to view and submit practice assessments, and complete required graded assignments to earn a grade and a Course Certificate.
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