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Dark Knowledge: The Art of AI Model Distillation
The era of massive parameter scaling is giving way to a new frontier: extreme efficiency. This episode explores the sophisticated world of model distillation, a process where a "student" model learns the nuanced "dark knowledge" and internal logic of a trillion-parameter "teacher." We break down the technical differences between distillation, fine-tuning, and quantization, while addressing why you cannot simply "lobotomize" a Mixture of Experts (MoE) architecture to make it smaller. From the economics of cloud compute to the privacy of edge AI, learn why the future of artificial intelligence…
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