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[10] Chelsea Finn - Learning to Learn with Gradients

The Thesis Review

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How to Learn a Classifier That Tells the Robot Whether It Succeeded at a Task

Roblox developed an algorithm that could learn a classifier to tell the robot whether it succeeded at a task. They collected both positive and negatives of different kinds of tasks like putting. It then did a kind of meta-learn algorithm such that when it ran gradient descent with respect to just a few positive examples of the task about five I think then it could learn aclassifier that told you success or failure for that task.

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