SophiArch
BeginnerDS106

AI-Assisted Data Science

A practical credential for data scientists working alongside AI coding tools. You'll learn how AI tools fail in data contexts, how to prompt them effectively, how to audit their output, and how to take professional responsibility for AI-generated analysis.

Lessons are AI-assisted and human-reviewed. Learn more.

Syllabus

Working with AI Tools

01
The AI Pair Programming Model for Data ScienceFree preview
20 min
02
Prompt Engineering for Data Tasks
25 min
03
Evaluating AI-Generated Data Code — The Review Protocol
30 min

Reliability and Responsibility

04
Silent Failure Patterns in AI-Generated Pipelines
35 min
05
Professional Responsibility and Human Oversight
22 min
06
Capstone: End-to-End Audit of an AI-Generated Analysis Notebook
45 min