Chat with Your Data: Generative AI-Powered SQL Data Analysis
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Chat with Your Data: Generative AI-Powered SQL Data Analysis
This course is part of multiple programs.
Instructor: Dr. Jules White
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What you'll learn
Transform complex database questions into accurate SQL queries through AI-guided exploration and experimental query generation
Create compelling data visualizations and dashboards without coding, directly from your query results
Implement frameworks like CLUE, TRUST, and CAPTURE to establish context, verify accuracy, and build reproducible analyses
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Tools you'll learn
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2 assignments
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There are 2 modules in this course
Imagine turning your database into a conversation partner that not only answers your questions but visualizes insights, finds patterns you've missed, and helps fix your queries. This isn't science fiction—it's the power of Generative AI applied to SQL and data analysis.
Traditional database interaction requires technical expertise, writing complex queries, and switching between multiple tools to analyze and visualize results. But what if you could simply have a conversation with your data? What if you could ask questions in plain language and receive immediate, actionable insights? This course teaches you how to revolutionize your relationship with databases through ChatGPT-assisted analysis. You'll learn powerful techniques to establish accurate database context, collaboratively explore meaningful questions, generate precise SQL queries, and transform raw results into compelling visualizations—all through natural conversation with AI. All of these techniques are simple for anyone to use with just ChatGPT and your database. We'll explore proven patterns like the CLUE framework for establishing database context, the experimental query generation approach for building complex queries, and the TRUST method for verifying your results. You'll discover how to design visualization-first queries, build reproducible analysis pipelines with the CAPTURE pattern, and efficiently troubleshoot SQL issues using the DEBUG framework. Whether you're a data analyst seeking to accelerate your workflow, a business professional who needs insights without coding expertise, or a database administrator looking to expand your toolkit, this course equips you with immediately applicable skills. You'll learn to extract more value from your existing data while dramatically reducing the time and technical barriers traditionally associated with database analysis. By the end of this course, you'll transform how you interact with databases—moving from rigid, technical queries to fluid, insightful conversations that reveal the full potential of your data. As Generative AI reshapes the landscape of data analysis, this course ensures you're not just keeping pace but leading the charge with powerful, practical techniques that deliver immediate results.
What's included
6 videos7 readings1 assignment
6 videos•Total 43 minutes
- Introduction to Chatting with Your Data Using Generative AI•3 minutes
- From Conversation to Query•8 minutes
- Establishing Database Context•9 minutes
- Flipped Interaction Context Setting•8 minutes
- Co-exploration of Questions & Databases•7 minutes
- From Question to Query•8 minutes
7 readings•Total 70 minutes
- From Questions to Queries: The Basics of AI-Generated SQL•10 minutes
- Grounding Generative AI: Avoiding Hallucinations When Working with Databases•10 minutes
- The CLUE Technique: Grounding Generative AI•10 minutes
- The Flipped Interaction Pattern: Letting AI Guide Your Database Discovery•10 minutes
- Staying Connected & Learning More•10 minutes
- Co-Exploration: Maximizing the Value of Your Database•10 minutes
- Experimental Query Generation: Using Sample Queries to Build Complex SQL•10 minutes
1 assignment•Total 30 minutes
- Generative AI Collaboration•30 minutes
What's included
5 videos5 readings1 assignment
5 videos•Total 43 minutes
- Collaborative Data Analysis with Generative AI•12 minutes
- Sanity Checking Queries, Results, and Analyses•11 minutes
- Supporting Replication & Automation Outside Generative AI•7 minutes
- Collaborative Data Visualization of Query Results with Generative AI•7 minutes
- Collaborative Debugging of SQL Queries with Generative AI•7 minutes
5 readings•Total 50 minutes
- Beyond SQL: Building a Conversational Partnership with Your Data•10 minutes
- TRUST: Elevating Data Analysis Rigor Through AI-Powered Verification•10 minutes
- The CAPTURE Pattern: Creating Reproducible Data Analysis with AI•10 minutes
- Visual Insight Patterns: Transforming Database Queries into Meaningful Visualizations•10 minutes
- The DEBUG Framework: Collaborative SQL Query Troubleshooting with AI•10 minutes
1 assignment•Total 30 minutes
- Collaborative Data Analysis•30 minutes
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Reviewed on Jul 24, 2025
Good introductory level course on prompting LLMs to assist you in analysing data using SQL. Some good tips and frameworks to use. Part 1 of a 4 course specialization path
Reviewed on May 23, 2025
Phenominal class! The material and the way that it is presented is extremely invaluable.
Reviewed on Aug 13, 2025
Excellent course. What I learned here will be extremely helpful in my work as a data analyst.
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