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Coursera

Summarize and Evaluate Ethical AI Insights

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Overview

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The Summarize and Evaluate Ethical AI Insights innovative course develops cutting-edge skills in AI-assisted qualitative analysis and ethical data practices. Learners will master techniques for using large language models to summarize qualitative data and critically evaluate the ethical implications of synthetic data. Through hands-on application, learners will build advanced capabilities that combine AI tools with ethical considerations to enhance research insights.

Syllabus

  • AI-Powered Qualitative Data Synthesis
    • In this module, you will learn the practical skills needed to turn large volumes of qualitative text into clear, thematic summaries using AI. We'll dive into the art and science of prompt engineering, moving from basic commands to sophisticated instructions that yield accurate and insightful results. Through hands-on practice, you will learn how to systematically validate AI-generated themes against source material and iteratively refine your prompts to create summaries you can trust and present to stakeholders with confidence.
  • Ethical Synthetic Data Evaluation
    • This module shifts our focus from application to evaluation. You will explore the significant ethical risks associated with using AI to generate synthetic data, including privacy vulnerabilities and the amplification of societal biases. You will learn to analyze data for these risks, using real-world examples like the Apple Card investigation as a guide. The module will empower you to move beyond identifying problems to developing concrete mitigation strategies, ensuring you are prepared to use AI tools responsibly.

Taught by

LearningMate

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