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Model Architectures · Go deeper

Efficient Model Designs

LoRA, quantization, distillation, and mixture-of-experts — the tricks that shrink giant models onto real-world budgets.

  • 45 min lesson
  • advanced level
  • Narrated presentation

What you’ll learn

  • Quantization (INT8/4-bit)
  • Knowledge distillation
  • LoRA and QLoRA
  • Mixture-of-Experts routing
  • FlashAttention
  • Cost-quality tradeoffs

Inside this lesson

A narrated, slide-by-slide presentation with 1 prediction exercise, 1 knowledge check, 2 videos. You answer as you go, and the platform checks your work.

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