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Most AI Pilots Fail to Scale. MIT Sloan Teaches You Why — and How to Fix It
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Learn the intricacies of micro benchmarking in this 55-minute conference talk that explores the common pitfalls and misconceptions developers encounter when measuring code performance. Discover how seemingly straightforward performance measurements can lead to incorrect conclusions and understand the subtle factors that influence benchmark results. Explore the challenges of creating accurate micro benchmarks, including issues with JVM warm-up, garbage collection interference, and compiler optimizations that can skew results. Examine real-world examples of flawed benchmarking approaches and learn proven techniques for designing reliable performance tests. Master the use of proper benchmarking tools and methodologies to avoid measurement errors that can mislead optimization efforts. Understand how to interpret benchmark results correctly and recognize when your initial assumptions about code performance may be wrong. Gain insights into the psychological aspects of benchmarking, including confirmation bias and how preconceived notions can affect measurement design and interpretation.
Syllabus
Micro Benchmarking - The Art of Realizing One is Wrong • René Schwietzke • Devoxx Poland 2023
Taught by
Devoxx Poland