Applied Statistics for AI & Clinical Decision-Making

10-Lecture Video Series — Slide Decks

RevealJS lecture slides for the Applied Statistics series. Each lecture covers 3 blog posts (~50 minutes of instruction).
Modified

June 9, 2026

About This Series

These slide decks accompany the Applied Statistics for AI & Clinical Decision-Making blog series at Data InDeed.

Each lecture covers three thematically connected posts, designed for a 45–55 minute lecture session. All slides include:

  • Speaker notes for video recording
  • R code chunks — live-executable or rendered
  • Clinical application boxes grounding every concept in trauma/registry analytics
  • “Coming up” slides linking to the next lecture

Lecture Schedule

# Title Posts covered Slides ~Duration
01 Probability Foundations 01 · 02 · 03 ✅ 50 min
02 The Laws That Make Statistics Work 04 · 05 · 06 ✅ 50 min
03 Inference — Estimating and Testing 07 · 08 · 09 ✅ 50 min
04 Bayesian Methods & Simulation 10 · 27 · 23 ✅ 50 min
05 Regression — The Workhorse Models 11 · 12 · 13 ✅ 50 min
06 Comparing Groups & Special Methods 14 · 18 · 19 ✅ 50 min
07 Dimensionality Reduction & Clustering 15 · 16 · 28 ✅ 50 min
08 Building Better Models 20 · 21 · 22 ✅ 50 min
09 Model Evaluation, Ensembles & Time Series 29 · 30 · 17 ✅ 50 min
10 Mathematical Foundations of Modern AI 24 · 25 · 26 ✅ 50 min

Summer 2026 Production Plan

Phase 1 (Stats Series): Lectures 01–10 · ~8.5 hours total instruction

Phase 2 (Advanced Statistics): 8 lectures covering the Advanced Stats series

Phase 3 (Design of Experiments): 6 lectures covering the DOE series

Each phase builds on the last — the three series together constitute a graduate-level applied statistics curriculum grounded in trauma systems and clinical AI.

How to Use These Slides

For video recording: 1. Open the .qmd in RStudio or VS Code 2. Render to RevealJS (quarto render lecture-XX.qmd) 3. Present in browser — use S key to open speaker view 4. Record with OBS (full screen) or Loom (window capture)

For participants: - Slides hosted at dataindeed.org/slides/stats/ - Each slide deck links back to the full blog post for deeper reading - R code is executable — follow along in your own session

Chalkboard mode: - Press B during presentation to activate chalkboard - Draw on any slide during live or recorded sessions

Instructor Resource

The Master Speaker Notes provide lecture-by-lecture teaching guidance: key talking points, timing recommendations, discussion prompts, and common student questions — organized by slide section.