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AI • Machine Learning • Tech on Instagram: "Knowledge distillation is a deep learning technique where a compact “student” model learns to replicate the performance of a larger, more complex “teacher” model. Introduced in the paper “Distilling the Knowledge in a Neural Network” by Hinton, Vinyals, and Dean (2015), the process goes beyond simply training the student on labeled data, which they refer to as “hard labels”. Instead, the teacher provides “soft labels,” which are its full output probabi
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Knowledge distillation is a useful technique to build smaller high-performing models. DistilBERT is a great example of a widely used model trained using knowledge distillation. Resources: Distilling the Knowledge in a Neural Network - https://arxiv.org/pdf/1503.02531.pdf DistilBERT: https://arxiv.org/abs/1910.01108 Background by Roberta keiko Kitahara Santana: https://unsplash.com/photos/brown-cardboard-box-near-gray-tanks-RfL3l-I1zhc
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