Knowledge Distillation Simplified | Teacher to Student Model for LLMs (Step-by-Step with Demo) #ai
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YouTubeUnfold Data Science
Knowledge Distillation Simplified | Teacher to Student Model for LLMs (Step-by-Step with Demo) #ai
Welcome! I'm Aman, a Data Scientist & AI Mentor. In today’s session, we break down Knowledge Distillation—the go-to technique for transferring expertise from large models (Teachers) to smaller, faster models (Students) without a major loss in performance. Using relatable analogies and hands-on Python code, you’ll learn: - What Knowledge ...
2.2K views9 months ago
Shorts
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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