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Chapter 7 Checkpoint

You've finished the fine-tuning chapter. Make sure the core ideas stuck — when to fine-tune at all, building the dataset, SFT, LoRA/QLoRA, preference tuning, distillation, evaluation, and serving.

There are 12 questions in the bank — each visit picks 5 at random, so retaking gives you different ones. If you miss one, the result card tells you exactly which page to revisit.

You must pass (≥ 60%) to unlock the Next button and Chapter 8 in the sidebar.

Required checkpoint

Fine-tuning & Customization checkpoint

Pass to unlock the Next button below

What's next

→ Continue to Chapter 8: Multimodal & Voice AI — beyond text: building with vision, images, audio, and realtime voice.