Andrew Fairless, Ph.D.
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What I Read: Learning from experience.
Posted on :: Tags: machine learning, neural network, online learning, continual learning, time series, computer vision, noise, gradient descent

https://oaklab.ai/posts/learning-from-experience-instead-of-curated-datasets
Learning from experience instead of curated datasets
Oak Lab
July 13, 2026
"Algorithms that learn from curated datasets can assume that all data is useful for learning.... Experience, on the other hand, does not always contain learnable associations."