Knowledge Distillation: Principles, Algorithms, Applications
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Knowledge Distillation: Principles, Algorithms, Applications
This article explains knowledge distillation, including its core principles, algorithms, and real-world applications.
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What is Knowledge distillation? | IBM
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Understanding Knowledge Distillation in Neural Sequence Generation
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Microsoft and CMU researchers have begun to unravel three mysteries in deep learning related to ensemble, knowledge distillation, and self-distillation. Discover how their work has led to the first theoretical proof with empirical evidence for ensemble in deep learning: https://aka.ms/AAavuq3 | Microsoft Research
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Artificial Intelligence | AI 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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Artificial Intelligence | AI 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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Understanding Knowledge Distillation in Neural Sequence Generation
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Understanding Knowledge Distillation in Neural Sequence Ge…
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Microsoft
Microsoft and CMU researchers have begun to unravel three mysteries in deep learning related to ensemble, knowledge distillation, and self-distillation. Discover how their work has led to the first theoretical proof with empirical evidence for ensemble in deep learning: https://aka.ms/AAavuq3 | Microsoft Research
0:28
Microsoft and CMU researchers have begun to unravel three myst…
已浏览 1.4万 次2021年1月19日
FacebookMicrosoft Research
Knowledge Distillation as Semiparametric Inference [Talk]
50:39
Knowledge Distillation as Semiparametric Inference [Talk]
2021年4月28日
Microsoft
Understanding Knowledge Distillation in Neural Sequence Generation
Understanding Knowledge Distillation in Neural Sequence Ge…
2020年1月19日
medium.com
神经网络知识蒸馏 Knowledge Distillation
神经网络知识蒸馏 Knowledge Distillation
已浏览 3.1万 次2020年2月6日
bilibili不相识不打
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