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.
Fine-tuning & Customization checkpoint
Pass to unlock the Next button belowWhat's next
→ Continue to Chapter 8: Multimodal & Voice AI — beyond text: building with vision, images, audio, and realtime voice.