Iu8h70NC5pRNI1/Y73SSuA==;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
- Why this matters for the interview
- What counts as a hyperparameter?
-
What to tune, in priority order
- 1. Learning rate — the single most impactful HP
- 2. Batch size — tightly coupled to LR
- 3. Weight decay — the primary regularization knob
- 4. Dropout rate — noise-based regularization
- 5. Warmup length — critical for transformers, less so for CNNs
- 6. Architecture choices — depth, width
- 7. Scheduler — the shape of the LR curve
-
Search strategies
- Learning rate range test (Leslie Smith, 2017)
- LR warmup, batch size, and the linear scaling rule
- Weight decay tuning heuristics
-
Quick comparison: grid vs random vs Bayesian
-
Cross-validation protocols
-
Validation hygiene and leakage
- Search budget allocation: a concrete 24-GPU-hour recipe
-
Reporting honestly
- Population-Based Training (PBT)
- Interaction with Lesson 02: the joint knobs
- Interview-ready cheat sheet
- Common traps
- Probes to expect
- Connections
- Reference anchors
- Further reading