Prompt Engineering & LLMExpertTier 2 · $99
LLM Fine-Tuning Prep
Building instruction datasets that survive dedupe, balance and leakage checks.
3 modules195 minutes of material10 exam questions · 80% to pass
Syllabus
01Instruction pairs
65 min- Write pairs with one clear target
- Cover the failure cases
02Dataset hygiene
70 min- Deduplicate near-identical items
- Balance the distribution
03Evaluation split
60 min- Carve a held-out split
- Run a leakage check
Assessed concepts
The exam tests these directly. Definitions are summarised here; the exact answer key stays on the server.
Instruction pair
Dataset dedupe
Distribution balance
Held-out split
Leakage check