2d ago

Lucas Beyer says experience alone validates machine learning models

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Lucas Beyer joined an online exchange among AI researchers on evaluating machine learning model performance. He stated that personal experience suffices without loss curves. Research engineer yobibyte then asked if the video game Doom had run on the system. The comments formed part of an ongoing thread focused on informal checks for model behavior.

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@giffmana @aanondev But have you run DOOM on it?

Lucas Beyer (bl16)Lucas Beyer (bl16)@giffmana

@aanondev I don't need loss curves, I have ✨experience✨

5:43 AM · May 15, 2026 · 17.3K Views
8:17 AM · May 15, 2026 · 746 Views
Lucas Beyer says experience alone validates machine learning models · Digg