Data Visualization with Generative AI

Data Visualization with Generative AI

1h 42mIntermediate2026-08-27

Authors

Anaconda, Inc

Anaconda, Inc

Course details

A great chart turns data into understanding, and generative AI can help you get there faster if you know how to direct it. In this hands-on course, explore how to use an LLM like ChatGPT to plan, generate, and refine visualizations. Working with an ecommerce dataset, learn how to write effective prompts that produce the chart you actually need. Discover how to match chart types to time-series, cross-sectional, and other data, and how to prompt an LLM to generate plotting code across libraries such as Matplotlib and Plotly Dash. Explore how to build interactive dashboards structured with context and insight, so your visualizations inform rather than just decorate. By the end of this course, you'll be equipped with the skills you need to use generative AI to create clear, purposeful visualizations. This intermediate-level course is suitable for data analysts, data scientists, and anyone eager to visualize data with AI.

Learning objectives
Write effective prompts to generate visualizations with an LLM.
Select the appropriate chart type for a given kind of data.
Generate plots and charts using generative AI.
Compare plotting libraries such as Matplotlib and Plotly Dash.
Build a dashboard that provides context and insight.
Evaluate and refine AI-generated visualizations.

Concepts

Introduction

  • Course overview and setup
  • Incorporating GenAI into existing workflows
  • LLMs for data visualization - Pros and cons
  • Exercise - Using ChatGPT to generate charts

ChatGPT and Notebooks for Data Visualization

  • Common libraries for data visualization
  • Using Matplotlib to generate a line chart
  • Using Plotly to generate a line chart
  • Using Seaborn to generate a line chart

Refining and Customizing Visual Outputs

  • Writing effective LLM prompts
  • Prompt tips
  • Prompt examples
  • Identifying and troubleshooting common errors

Interactive Dashboards and Storytelling

  • Tools to create interactive dashboards
  • Structuring visual stories
  • Exercise - Building a Panel dashboard using Notebooks and ChatGPT - Part I
  • Exercise - Building a Panel dashboard using Notebooks and ChatGPT - Part II

Ethics, Pitfalls, and Wrap-Up

  • Addressing common pitfalls
  • Responsible use and avoiding misinformation
40,000 Toman