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.
Mastering AI Agents for Databases
Gain insight into a topic and learn the fundamentals.
Intermediate level
Recommended experience
5 hours to complete
3 weeks at 1 hour a week
Flexible schedule
Learn at your own pace
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
- SQL
- Artificial Intelligence
- Application Programming Interface (API)
- Database Management Systems
- Database Systems
- Development Environment
- Relational Databases
- Artificial Intelligence and Machine Learning (AI/ML)
- Generative AI
- Computer Programming
- Database Management
- Database Development
- Data Management
- Query Languages
- Python Programming
- IT Automation
- Database Application
- OpenAI
- Databases
- Automation
Details to know
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Recently updated!
January 2025
Assessments
9 assignments
Taught in English
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There are 10 modules in this course
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
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
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
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
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
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
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
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
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
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
Instructor
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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.