9:00 AM - 9:30 AM
OPENING KEYNOTE
Why evaluation is the frontier. State of the field.
ATLANTA, GA
30 MIN
BEYOND THE BENCHMARKS
EVALUATION AFTER THE MODEL SHIPS
9 DAYS · 5 TRACKS · 1 BUILD
ATLANTA · JUL 25 → AUG 2 · 2026
SCHOLARSHIPS OPEN
REGISTRATION CLOSES JUN 30
HITI LAB · EMORY RADIOLOGY
BEYOND THE BENCHMARKS
EVALUATION AFTER THE MODEL SHIPS
9 DAYS · 5 TRACKS · 1 BUILD
ATLANTA · JUL 25 → AUG 2 · 2026
SCHOLARSHIPS OPEN
REGISTRATION CLOSES JUN 30
HITI LAB · EMORY RADIOLOGY
BEYOND BENCHMARKS
ATLANTA, GA
25 JUL – 2 AUG 2026
HEALTHAIDATATHON'26
000DAYS
00HRS
00MINS
00SECS
PAST EDITIONS
A look back.
IN FRAMES
Recap coming soon
WEEK AT A GLANCE
NINE DAYS.
FIVE TRACKS.
ZERO FILLER.
Two community workshops the weekend before, then a full academic week. Summer School into Symposium into Datathon. Pick the pieces that matter to you, or do the whole run.
PRE-EVENTSMAIN PROGRAM
SATPRE
Robotics Workshop
SAT · JUL 25
ForHigh-School Students
A one-day intro to robotics in medicine. Build, code, compete.
01 / 05PRE-EVENT
Learn more
SUNPRE
LLM Workshop
SUN · JUL 26
ForOpen to All
Hands-on with clinical LLMs. Fine-tuning, evals, safety.
02 / 05PRE-EVENT
Learn more
MONTUEWED
Summer School
MON 27 → WED 29
ForResearchers & Residents
Three days of lectures and labs on model evaluation, drift detection, and post-deployment monitoring.
03 / 05MAIN
Learn more
THU
Symposium
FRI · JUL 31
ForEveryone
Keynotes, panels, lab showcase, and a networking reception at Wisteria Lanes.
04 / 05MAIN
Learn more
THUSATSUN
Datathon
THU JUL 30 · AUG 1 – 2
ForTeams of 3–5
Thursday onboarding, weekend build. Team up, work with real medical imaging data, ship an evaluation worth publishing.
05 / 05MAIN
Learn more
JUL 259 DAYS · 5 EVENTS · 1 CITYAUG 2
SAT25
ROBOTICS
SUN26
LLM
MON27
TUE28
WED29
SUMMER SCHOOL
THU30
DATATHON PREP
FRI31
SYMPOSIUM
SAT1
SUN2
DATATHON
BY THE HOUR
4TH EDITION
THE RUNDOWN
SUMMER SCHOOL · DAY 1
MON · JUL 27
9AM - 5PM
9AM
9AM
9:30 AM - 10:30 AM
METRICS PRIMER
AUC, F1, PPV, NPV, sensitivity, specificity. Why no single metric tells the whole story.
ATLANTA, GA
1 HOUR
COFFEE BREAK10:30 AM - 10:45 AM15 MIN
11AM
11:30 AM - 12:30 PM
SUBGROUP EVALUATION I
Ground truth across contexts. How deployment context shapes the schema.
ATLANTA, GA
1 HOUR
12PM
LUNCH BREAK12:30 PM - 1:30 PM60 MIN
1PM
1:30 PM - 3:00 PM
SCHEMA DESIGN WORKSHOP
Draft a subgroup schema for a given clinical use case. LLM-assisted generation and V1 → V2 → V3 iteration.
ATLANTA, GA
90 MIN
4PM
4:00 PM - 4:45 PM
VISUALIZING SUBGROUPS
Sunburst diagrams, when they mislead, and best practices.
ATLANTA, GA
45 MIN
4PM
4:45 PM - 5:00 PM
DAY 1 WRAP-UP
Bring Day 1 together before Vision Eval tomorrow.
- AFALL FACULTY
ATLANTA, GA
15 MIN
THE SPEAKERS
VOICES '26
OUR PARTNERS
BACKED BY
THE BEST
A few of the organizations fueling the 2026 Health AI Datathon. Research labs, clinical partners, and platforms writing the next chapter of AI in medicine.
Become a sponsor
THANK YOU TO OUR SPONSORSBECOME A PARTNERPOWER THE BUILDBACK THE NEXT GENERATIONHEALTH · AI · DATATHON '26LET'S TALK
THANK YOU TO OUR SPONSORSBECOME A PARTNERPOWER THE BUILDBACK THE NEXT GENERATIONHEALTH · AI · DATATHON '26LET'S TALK
WHY JOIN?
THIS ISN'T YOURAVERAGE DATATHON
01 · FOCUS AREAModel drift,
Model drift,
measured.
You don't get a score. You get a trajectory. Track how a deployed model degrades across sites, scanners, and populations, then build the monitor that catches it first.
DEPLOYMENT T+12 MONTHS →
BENCHMARK LIVE MODEL
GPU
dedicated server per team. Balanced teams curated by us.
25+
AI mentors on the floor
02 · PHILOSOPHY
Beyond the benchmark.
AUC tells you almost nothing about what happens on night-shift CTs. This year, we throw calibration, fairness, failure modes, and silent degradation into the mix.
AUC
CALIB
FAIR
DRIFT
B+L
breakfast + lunch every day, all week
AFTER·
Symposium afterparty. Meet the speakers off-stage.
03 · THE DATAReal hospitals.
Real hospitals.
Real distributions.
De-identified chest CT and mammography studies pulled from four partner health systems, across scanner vendors, protocols, and patient populations.
CT · CHESTMAMMO · 2DMRI · BRAINX-RAY · MSK4 SITES3 VENDORS
“I walked in thinking it was another Kaggle weekend. Walked out with three job offers and a paper draft.”
Dr. Amira K.
Winner · Datathon '25 · Now at Mass General
TESTIMONIAL
Scholarships
available.
Full conference-fee coverage for students and early-career researchers. Rolling review, apply with your CV.
Apply for support
Reserve
your seat.
APPLY NOW
PRICING
PICK YOUR
PASS.
Four passes, priced so you can join the week that matters to you, or do the whole run. Scholarships cover conference fees for students and early-career researchers.
See what's includedPass · 01
Robotics
High-school students onlyOne-day workshop to learn, build, and compete.
SA25
SU26
MO27
TU28
WE29
TH30
FR31
SA1
SU2
- Robotics Workshop
$100USD
Get PassPass · 02
Symposium + LLM
Keynotes + a hands-on weekend primer.
SA25
SU26
MO27
TU28
WE29
TH30
FR31
SA1
SU2
- LLM Workshop
- Symposium
$100USD
Get PassPass · 03
Everything
The full academic week. Best value.
Robotics day is a separate pass (high-school students only).
SA25
SU26
MO27
TU28
WE29
TH30
FR31
SA1
SU2
- LLM Workshop
- Summer School
- Symposium
- Datathon
$800USD
Get PassPass · 04
Symposium + Datathon
Pair the ideas with the build.
SA25
SU26
MO27
TU28
WE29
TH30
FR31
SA1
SU2
- Symposium
- Datathon
$200USD
Get PassBreakfast + lunch included · Prices in USD · Taxes apply at checkout