Evaluating AI: Best Practices for Stable AI (E. 34) episode artwork

EPISODE · Mar 23, 2026 · 53 MIN

Evaluating AI: Best Practices for Stable AI (E. 34)

from Free Form AI · host Michael Berk

The conversation delves into the importance of data science in AI, the challenges with existing evaluation frameworks, the significance of looking at data, types of tests and prioritization, the evolution of evaluation solutions, overcoming psychological blocks, summary statistics and data exploration, and the future of evaluation and outsourcing.TakeawaysEvaluating AI products requires a deep understanding of how to test and measure stochastic systems.Looking at data is a crucial step in evaluating AI products and building intuition on what the failures are. AI is revolutionizing the process of instrumenting systems, reducing the toil and tedious tasks involved.AI can assist in exploring and analyzing data efficiently, providing insights and suggestions for improvement.Chapters00:00 Introduction and Background05:55 Importance of Looking at Data13:01 Overcoming Psychological Blocks18:50 Summary Statistics and Data Exploration29:36 Revolutionizing System Instrumentation with AI36:30 AI-Assisted Data Exploration and Analysis

The conversation delves into the importance of data science in AI, the challenges with existing evaluation frameworks, the significance of looking at data, types of tests and prioritization, the evolution of evaluation solutions, overcoming psychological blocks, summary statistics and data exploration, and the future of evaluation and outsourcing.TakeawaysEvaluating AI products requires a deep understanding of how to test and measure stochastic systems.Looking at data is a crucial step in evaluating AI products and building intuition on what the failures are. AI is revolutionizing the process of instrumenting systems, reducing the toil and tedious tasks involved.AI can assist in exploring and analyzing data efficiently, providing insights and suggestions for improvement.Chapters00:00 Introduction and Background05:55 Importance of Looking at Data13:01 Overcoming Psychological Blocks18:50 Summary Statistics and Data Exploration29:36 Revolutionizing System Instrumentation with AI36:30 AI-Assisted Data Exploration and Analysis

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Evaluating AI: Best Practices for Stable AI (E. 34)

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The conversation delves into the importance of data science in AI, the challenges with existing evaluation frameworks, the significance of looking at data, types of tests and prioritization, the evolution of evaluation solutions, overcoming...

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