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The way we train AI is fundamentally flawed

2020-11-18 3,187 Artificialintelligence Machinelearning DataScience underspecification fintech javaScript

It’s no secret that machine-learning models tuned and tweaked to near-perfect performance in the lab often fail in real settings. This is typically put down to a mismatch between the data the AI was trained and tested on and the data it encounters in the world, a problem known as data shift. For example, an…