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Generally AI - Season 2 - Episode 1: Generative AI and Creativity

The InfoQ Podcast

CHAPTER

Evaluating Generative AI: Challenges and Methodologies

This chapter explores the complexities of assessing generative AI in contrast to traditional machine learning techniques, focusing on the difficulties of establishing 'ground truth' in creative tasks. It discusses methodologies and metrics used for evaluating various generative models, including language and image generation systems, and highlights the significance of subjective human feedback in determining output quality. The conversation also includes practical applications, such as benchmarking performance using platforms like Hugging Face and examining the efficacy of alternative evaluation metrics.

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