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  3. /Distillation
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Distillation

A technique where a smaller 'student' model learns to mimic a larger 'teacher' model.

Definition

A technique where a smaller 'student' model learns to mimic a larger 'teacher' model. The student trains on the teacher's outputs rather than raw data, capturing learned knowledge in a more compact form. Widely used to create efficient models that run on phones and edge devices.

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Related Terms

Inference

Running a trained model to make predictions on new data.

Quantization

Reducing the precision of a model's numerical values — for example, from 32-bit to 4-bit numbers.

Activation Function

A mathematical function applied to a neuron's output that introduces non-linearity into the network.

Adam Optimizer

An optimization algorithm that combines the best parts of two other methods — AdaGrad and RMSProp.

AGI

Artificial General Intelligence.

AI Alignment

The research field focused on making sure AI systems do what humans actually want them to do.

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