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HEALTH AI

DATATHON '25

Registration for Summer School, Symposium and Datathon 2025 is open!

17-24 AUG’25

Atlanta, Georgia, United States

BREATHTAKING

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Join us for the Health AI Summer School, Symposium, and Datathon!

Collaborate and lead a transformative shift in the development of multimodal health AI

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SpecialGuests

Featured Speakers

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Judy Gichoya

Emory University

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Hari Trivedi

Emory University

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Janice Newsome

Emory University

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MinJae Woo

Clemson University

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Mornin Feng

National University of Singapore

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Saptarshi P.

Indiana University Purdue University Indianapolis

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Beatrice Brown-Mulry

Emory University

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Frank Li

Emory University

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Rohan Satya Isaac

Emory University

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Theo Dapamede

Emory University

schedule

AGENDA 2025

2:00 pm - 5:00 pm

Location - Emory School of Medicine - 100 Woodruff Circle, Atlanta, GA 30322

2:00 pm - 5:00 pm

Registration

Collect your badges and check in!

7:00 am - 4:30 pm

Location - Goizueta Business School 208

1300 Clifton Road, Atlanta, GA 30322

7:00 am - 8:00 am

Continental Breakfast & Registration

8:00 am - 8:30 am

Introduction & Welcome

Brief welcome to the summer school, outline expectations and basic rules, provide information on facilities, and transition to the ice breaker.

Hari Trivedi
Hari Trivedi

Emory University

Judy Gichoya
Judy Gichoya

Emory University

9:00 am - 10:30 am

EMBED V1 Update

Updates to EMBED V1 including Digital Breast Tomosynthesis (DBT); new image artifacts including implants and regions of interest (ROI); and clinical evaluations.

Rohan Satya Isaac
Rohan Satya Isaac

Emory University

Beatrice Brown-Mulry
Beatrice Brown-Mulry

Emory University

10:30 am - 11:00 am

Break

11:00 am - 12:30 pm

EMBED V2

EMBED V2 overview including breast ultrasound (US), MRI, and whole slide imaging.

Rohan Satya Isaac
Rohan Satya Isaac

Emory University

Hari Trivedi
Hari Trivedi

Emory University

12:30 pm - 1:30 pm

Lunch

1:30 pm - 2:45 pm

Updates to Emory CXR

Overview includes LLM-generated labels, automatic segmentation, CXR preprocessing, and quality control.

Theo Dapamede
Theo Dapamede

Emory University

Frank Li
Frank Li

Emory University

2:45 pm - 3:15 pm

Break

3:15 pm - 4:30 pm

Introducing MRKR

Presenting the MRKR knee radiograph dataset

7:30 am - 4:30 pm

Location - Goizueta Business School 208

1300 Clifton Road, Atlanta, GA 30322

7:30 am - 8:20 am

Continental Breakfast & Registration

8:20 am - 8:30 am

Debrief & House keeping

Review of the day’s activities and important housekeeping notes.

Hari Trivedi
Hari Trivedi

Emory University

Judy Gichoya
Judy Gichoya

Emory University

9:00 am - 10:30 am

Overview: Foundation Models

Introduction to foundation models, understanding tokens and their usage, with demonstrations of zero-shot learning and visual question answering (VQA).

10:30 am - 11:00 am

Break

11:00 am - 12:30 am

Hands-On: Foundation Models

Practical session on embedding extraction and multimodal applications using MedGemma, integrating data from CXR, mammography, and more.

Frank Li
Frank Li

Emory University

12:30 pm - 1:30 pm

Lunch

1:30 pm - 2:45 pm

Foundation Models for Classification, Regression, and Survival Prediction

Foundation Models for Classification, Regression, and Survival Prediction

Theo Dapamede
Theo Dapamede

Emory University

2:45 pm - 3:15 pm

Break

3:45 pm - 4:30 pm

Foundation Models for Segmentation

Frank Li
Frank Li

Emory University

7:30 am - 4:30 pm

Location - Goizueta Business School 208

1300 Clifton Road, Atlanta, GA 30322

7:30 am - 8:20 am

Continental Breakfast & Registration

8:20 am - 8:30 am

Debrief

Review of the day’s activities and important housekeeping notes.

Hari Trivedi
Hari Trivedi

Emory University

Judy Gichoya
Judy Gichoya

Emory University

9:00 am - 10:30 am

Bias in the Age of Foundation and Multimodal Models

Judy Gichoya
Judy Gichoya

Emory University

10:30 pm - 11:00 am

Break

11:00 am - 12:30 am

Explainability and Interpretability

Frank Li
Frank Li

Emory University

12:30 pm - 1:30 pm

Lunch

1:30 pm - 2:45 pm

Introduction to the Common Fund Data Ecosystem

Saptarshi P.
Saptarshi P.

Indiana University Purdue University Indianapolis

2:45 pm - 3:15 pm

Break

3:15 pm - 4:45 pm

Q&A Session (Office Hours)

Teaming for the Datathon

7:30 pm - 4:30 pm

Location - HSRB Rollins Auditorium

1760 Haygood Dr NE, Atlanta, GA 30322

7:30 am - 8:20 am

Continental Breakfast & Registration

8:20 am - 8:30 am

Debrief

Hari Trivedi
Hari Trivedi

Emory University

Judy Gichoya
Judy Gichoya

Emory University

8:30 am - 9:15 am

An overview of bias and unfairness in AI/ML

Prof. Odom

9:15 am - 9:30 am

EMBED - Breast MRI Overview

Hari Trivedi
Hari Trivedi

Emory University

9:30 am - 10:00 am

Break

10:00 am - 12:00 am

EMBED - Breast MRI Model

Classify MRI BPE, select and extract data from 1000 MRIs. Explore data, use pre-trained 3D models, fine-tune, evaluate, and compare performance of 3D classifiers, stacked image classifiers, middle images, and eigen images.

Rohan Satya Isaac
Rohan Satya Isaac

Emory University

12:00 pm - 1:00 pm

Lunch

1:00 pm - 2:00 pm

Radiopathomics

Exploring the intersection of radiology and pathology through advanced data analysis techniques.

2:00 pm - 2:30 pm

Humanizing AI: The Patient's Influence in Reducing Bias in Women's Health

In AI-driven healthcare, especially in women's health and maternal care, it's crucial to recognize that clinicians and patients are key stakeholders directly impacted by these technologies. This presentation will highlight the importance of considering the human aspect in developing equitable and effective AI tools.

2:30 pm - 3:00 pm

Break

3:00 pm - 3:45 pm

Bias in AI

Examination of biases present in AI models and their implications in healthcare.

3:45 pm - 4:30 pm

AWS SageMaker Workshop

Learn to utilize AWS Sagemaker for building, training, and deploying machine learning models efficiently.

7:15 am - 6:00 pm

Location - HSRB Rollins Auditorium

1760 Haygood Dr NE, Atlanta, GA 30322

7:30 am - 8:30 pm

Continental Breakfast & Registration

8:30 am - 9:00 pm

Welcome to Emory

Janice Newsome
Janice Newsome

Emory University

Hari Trivedi
Hari Trivedi

Emory University

Judy Gichoya
Judy Gichoya

Emory University

9:00 am - 10:00 am

Keynote: Why AI Needs Feminism

Dr. Lauren Klein discusses the critical role of feminism in shaping the future of artificial intelligence.

10:00 am - 10:30 am

Fairness in AI-based Software Development from Software Engineering Perspective

Explore strategies and insights on developing AI technologies that contribute positively to society.

10:30 am - 11:00 am

Break

11:00 am - 12:00 pm

Deploying AI in Real World Setting

Gain insights from early evaluations of AI-Doc with Theo, understand real-world validation through the PRECISE trial with Siva Bhavani, and explore external validation of mammogram AI models with Hari. Join a panel Q&A session to delve deeper into deploying AI in practical applications Moderator : Dr. Enzo Ferrante

Theo Dapamede
Theo Dapamede

Emory University

Hari Trivedi
Hari Trivedi

Emory University

12:00 pm - 1:00 pm

Breast Cancer Disparities: A Grand Challenge

Keynote by Lauren McCullough addressing the significant disparities in breast cancer, followed by a Q&A session to discuss challenges and solutions. Moderator : Dr. Janice Newsome

Janice Newsome
Janice Newsome

Emory University

1:00 pm - 2:00 pm

Lunch

2:00 pm - 2:15 pm

Scaling collaborative learning - Update from the MIT Critical Data Network

Sadia Afreen

2:15 pm - 3:00 pm

Keynote: AI Bias to AI by Us, for All of Us

Dr. Leo Celi explores the transition from AI bias to creating inclusive AI designed by and for everyone, followed by a Q&A session. Moderator: Dr. Po-Chi Kuo

3:00 pm - 4:00 pm

Moving Beyond Race for Disparities Research

Explore strategies that move beyond race and sex groups for disparities research. Explore best practices for collecting skin tone data with Ian Wong, delve into genomics and ancestry considerations for health equity research with Manoj. Join a panel Q&A session to discuss these innovative approaches. Moderator: Dr. Idris Muhammad

Mornin Feng
Mornin Feng

National University of Singapore

4:30 pm - 8:00 pm

Reception Location - Miller Ward Alumni House

There will be a shuttle bus transporting participants from the Symposium to the Reception on Friday, August 23rd. The bus will provide continuous transportation from HSRB to Miller Ward and Miller Ward to HSRB from 4:15 to 8:30. Participants returning to HSRB can take the C Shuttle to the Starvine parking deck to their cars. The first bus leaves HSRB at 4:15. The last bus returns to HSRB at 8:30

4:30 pm - 8:00 pm

Opening Reception

Join us for food, entertainment, and networking as we kick off the datathon with an exciting opening ceremony.

Janice Newsome
Janice Newsome

Emory University

Hari Trivedi
Hari Trivedi

Emory University

Judy Gichoya
Judy Gichoya

Emory University

7:15 am - 6:00 pm

Location - School of Medicine (SOM, Room 130)

100 Woodruff Circle, Atlanta, GA 30322

7:15 am - 7:30 am

Datathon - Doors Open

7:30 am - 8:00 am

Continental Breakfast & Registration

8:00 am - 8:15 am

Welcome to Datathon

Hari Trivedi
Hari Trivedi

Emory University

Judy Gichoya
Judy Gichoya

Emory University

8:15 am - 8:25 am

Dataset description : EMBED

Beatrice Brown-Mulry
Beatrice Brown-Mulry

Emory University

8:25 am - 8:35 am

Dataset Description : Emory CXR

Frank Li
Frank Li

Emory University

8:35 am - 8:45 am

Dataset description : Emory ICU dataset

8:45 am - 8:55 am

Dataset Description : EnCoDE

8:55 am - 9:15 am

Problem description and group overview

Judy Gichoya
Judy Gichoya

Emory University

9:15 am - 9:30 am

Group Photo

9:15 am - 9:30 am

Team transitions to rooms

9:30 am - 11:00 am

Datathon Begins

11:00 am - 11:15 am

Mentoring Session

11:15 am - 1:00 pm

Datathon Continues

1:00 pm - 2:00 pm

Lunch

2:00 pm - 4:30 pm

Datathon Continues

4:30 pm - 5:00 pm

Check-In with Groups

5:00 pm - 6:00 pm

Group Exercise

6:00 pm - 7:30 pm

Dinner

7:15 am - 2:30 pm

Location - School of Medicine (SOM, Room 130)

100 Woodruff Circle, Atlanta, GA 30322

7:15 am - 7:30 am

Datathon - Day 2 - Doors Open

7:30 am - 8:00 am

Continental Breakfast

8:00 am - 8:15 pm

Debrief

8:15 am - 11:00 am

Datathon Continues

11:00 am - 11:15 am

Mentoring Session

11:15 am - 12:00 pm

Final Slides & Code Submission

12:00 pm - 1:00 pm

Lunch

1:00 pm - 2:00 pm

Presentations

5 minutes allocated per group for their presentation.

2:00 pm - 2:30 pm

Judging

2:00 pm - 2:30 pm

Wrap Up & Results

HALL VIEW

Lecture Halls

ticket

Need Scholarship? Apply for it here.

$800

INCLUDES

Summer School
18th, 19th, 20th August
Symposium
21st August
Datathon
22nd, 23rd, 24th August

$100

INCLUDES

Symposium
21st August
Datathon
22nd, 23rd, 24th August

$50

INCLUDES

Symposium
21st August

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