Guided practice

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  120. Design a Fine-Tuning Service (SFT and LoRA)

  Tenants upload examples and get a tuned, gated model on the same API: LoRA and QLoRA arithmetic, chat templates, Kueue fair sharing, eval gates, multi-LoRA serving.

  ClassicMedium

  Machine learningGenerative AIAWS

  +3

  Fine tuningLLMsLoRA

  Worked design

  Practice
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  124. Design Multi-Tenant LoRA Adapter Serving

  Serve 10,000 LoRA adapters for 2,000 tenants on one shared base model, with mixed-adapter batches, tiered adapter caches, affinity routing and base upgrades.

  ClassicMedium

  Machine learningGenerative AIAI infrastructure

  +4

  AWSInferenceLLMsLoRA

  Worked design

  Practice

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