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URL: https://www.coursera.org/learn/generative-ai-for-sql

⇱ Chat with Your Data: Generative AI-Powered SQL Data Analysis | Coursera


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

Top Instructor

11,019 already enrolled

Included with

Gain insight into a topic and learn the fundamentals.
4.8

82 reviews

Beginner level

Recommended experience

4 hours to complete

Gain insight into a topic and learn the fundamentals.
4.8

82 reviews

Beginner level

Recommended experience

4 hours to complete

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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Assessments

2 assignments

Taught in English
Flexible schedule
Learn at your own pace

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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 videosTotal 43 minutes
  • Introduction to Chatting with Your Data Using Generative AI3 minutes
  • From Conversation to Query8 minutes
  • Establishing Database Context9 minutes
  • Flipped Interaction Context Setting8 minutes
  • Co-exploration of Questions & Databases7 minutes
  • From Question to Query8 minutes
7 readingsTotal 70 minutes
  • From Questions to Queries: The Basics of AI-Generated SQL10 minutes
  • Grounding Generative AI: Avoiding Hallucinations When Working with Databases10 minutes
  • The CLUE Technique: Grounding Generative AI10 minutes
  • The Flipped Interaction Pattern: Letting AI Guide Your Database Discovery10 minutes
  • Staying Connected & Learning More10 minutes
  • Co-Exploration: Maximizing the Value of Your Database10 minutes
  • Experimental Query Generation: Using Sample Queries to Build Complex SQL10 minutes
1 assignmentTotal 30 minutes
  • Generative AI Collaboration30 minutes

What's included

5 videos5 readings1 assignment

5 videosTotal 43 minutes
  • Collaborative Data Analysis with Generative AI12 minutes
  • Sanity Checking Queries, Results, and Analyses11 minutes
  • Supporting Replication & Automation Outside Generative AI7 minutes
  • Collaborative Data Visualization of Query Results with Generative AI7 minutes
  • Collaborative Debugging of SQL Queries with Generative AI7 minutes
5 readingsTotal 50 minutes
  • Beyond SQL: Building a Conversational Partnership with Your Data10 minutes
  • TRUST: Elevating Data Analysis Rigor Through AI-Powered Verification10 minutes
  • The CAPTURE Pattern: Creating Reproducible Data Analysis with AI10 minutes
  • Visual Insight Patterns: Transforming Database Queries into Meaningful Visualizations10 minutes
  • The DEBUG Framework: Collaborative SQL Query Troubleshooting with AI10 minutes
1 assignmentTotal 30 minutes
  • Collaborative Data Analysis30 minutes

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Instructor

Instructor ratings
4.8 (25 ratings)

Top Instructor

Vanderbilt University
53 Courses1,211,526 learners

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Showing 3 of 82

MM
·

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

MA
·

Reviewed on May 23, 2025

Phenominal class! The material and the way that it is presented is extremely invaluable.

AH
·

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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