Stat 214 Lab Resources

• Lab 3 reference guide
  Pipeline overview, neuroimaging glossary, notation, ridge regression, SHAP/LIME, PCS. Covers 3.1 through 3.3.
• Lab 3.2 LoRA fine-tuning guide
  BERT embedding extraction, LoRA setup, hyperparameter guidance, common pitfalls.

Discussion slides

• Week 13: BERT & LoRA fine-tuning
  4/17 — Lab 3.2 overview, LoRA intuition, practical tips.
• Week 14: SHAP & LIME interpretation
  4/24 — Lab 3.3 overview, post-hoc interpretability, practical tips.
• Week 15: Causal inference
  4/24 — DAGs, when to condition, identification strategies.