AI-Assisted Data Analysis
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Acknowledgements
Ethics Consent
Introduction
Ethics Consent
Using this Module
Core Principles for AI-Assisted Data Analysis
Fundamentals of Data Analysis
Don’t Be Afraid of Bugs
Learning Pandas
Learning Matplotlib
LLM Capabilities and Limitations
LLM Capabilities
LLM Limitations
Writing Prompts
Building Better Prompts
Guiding AI Behavior
Working with AI Responses
Data Science Examples
Prompting Tips & Tools
Developing your Skills
Learning with LLMs
Reading Code
Writing Reusable Code
Debugging Code
Labs
Lab 1: DataCleaningAndPreprocessing
Lab2_ExploreAndAnalyseData
Building Dashboards
Dashboard Use Cases
Dashboard Tool Options
Using Gradio and Gradio Lite
Practicing Responsible AI
Post Course Survey
Next Steps
Ethics Consent
Introduction
Using this Module