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Interpretability

12 summarised stories about Interpretability, each linking back to the original source. Browse all topics →

Thursday, 15 February 2018

Interpretable machine learning through teaching

OpenAI Blog 8 years ago

Researchers developed a method where AI systems teach each other using examples selected to be interpretable to humans as well as informative to machines. The approach automatically identifies the most instructive examples—such as representative images—to convey a concept like "dogs." This technique enables AI models to learn concepts while maintaining human-understandable reasoning about what makes those examples representative.