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Episode 29: Lessons from a Year of Building with LLMs (Part 1)

Vanishing Gradients

CHAPTER

Importance of Data Literacy and Challenges in AI Engineering Roles

The chapter emphasizes the importance of data literacy in AI engineering roles and discusses the challenges AI engineers face when relying too heavily on AI to interpret data. It delves into the experience of a machine learning engineer who successfully hired for an AI engineer position, focusing on data cleaning tests for candidates. The conversation covers the iterative process of data evaluation and model building, as well as unique challenges in data analysis, evaluation methods, and the use of synthetic data for testing AI applications.

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