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Can’t we create a model that asks questions when the other model gets something wrong. The model will get very good at asking questions and then the other model
by drooby 4y ago
Can’t we create a model that asks questions when the other model gets something wrong. The model will get very good at asking questions and then the other model will update accordingly..millions of people using the system will keep it continuously improving itself.
- pjbeam 4y agoWon't the watcher model then need a watcher? And the watcher watcher model too? Etc.
- ben_w 4y agoThat’s basically what a GAN is — they’re great, but not a panacea.
- version_five 4y agoDoesn't really work that way in that it still reduces to an overall system that doesn't understand what it's doing (someone else mentioned GANs, they are a great example of how unwittingly incorrect ML model output can be - go look at the out-takes from any image generation model) A better approach is good uncertainty quantification (this is not at all trivial) to quantify when the model is and isn't qualified to be making a prediction.