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#033 RAG's Biggest Problems & How to Fix It (ft. Synthetic Data)

How AI Is Built

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Harnessing Synthetic Data for Enhanced AI Models

This chapter examines the pivotal role of synthetic data in refining model performance by generating diverse datasets that include both positive and negative examples. It underscores the necessity of human oversight and conditioning in data generation, particularly in specialized fields like marine biology, to ensure relevant and accurate model outputs. The discussion also touches on the optimal balance between synthetic and real-world data, suggesting that a mixed approach often leads to enhanced AI capabilities.

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