AI in Medicine for High Schoolers at Dartmouth

Course Description: AI in Medicine for High Schoolers at Dartmouth

Unlocking the Future: Machine Learning in Healthcare and Biomedical Domains

Embark on a transformative journey with our Machine Learning in Healthcare and Biomedical Domains course, designed to equip aspiring computer scientists with cutting-edge skills at the intersection of technology and medicine. This program offers a comprehensive introduction to machine learning techniques, focusing on real-world applications in healthcare. Dive into the world of computer vision, natural language processing, and deep learning, and discover how these powerful tools are revolutionizing the analysis and interpretation of complex medical data.

Why It is a Great Choice

• Gain a solid understanding of machine learning frameworks, including supervised and unsupervised learning.

• Develop practical skills in key techniques such as Convolutional Neural Networks (CNNs) and Transformer models.

• Analyze biomedical data for image-based and text-based tasks using AI tools.

• Address ethical considerations in AI, focusing on fairness, transparency, and data privacy.

• Collaborate on team-based projects tackling real-world healthcare challenges.

• Earn industry-recognized IBM Z Certification in AI.

Instructor Bio

Tanmay Shukla is a Technical Program Manager at the Center for Precision Health and Artificial Intelligence at the Geisel School of Medicine, Dartmouth. He applies advanced AI technologies, including computer vision and large language models (LLMs), to revolutionize healthcare diagnostics and outcomes. His recent projects include developing Vision Transformer models for classifying inflammatory bowel disease severity, conducting survival analysis for breast cancer using MRI data, and classifying renal cell carcinoma grades from CT scans. Tanmay's work integrates cutting-edge AI methodologies with medical data, driving advancements in personalized medicine and improving clinical decision-making. In addition to his professional work, Tanmay mentors aspiring data scientists globally as an IBM Z Student Ambassador and Kaggle Master. He leads mentoring sessions to promote best practices in AI development and application. At Mars Rover Manipal, Asia's top-ranked team at the University Rover Challenge, he trained over 80 students, building their skills in AI and robotics for international competitions.

Tanmay holds an MS in Quantitative Biomedical Sciences, specializing in Health Data Science, from Dartmouth College and a BTech in Electronics & Communication Engineering from Manipal Institute of Technology. He has also completed advanced studies in machine learning at Imperial College London and the National University of Singapore.

Location

Hosted within the prestigious Dartmouth Summer Scholars program, this course provides a university-level experience in a vibrant academic setting. Students will have access to state-of-the-art facilities and resources, fostering an environment of innovation and discovery.

Course Description

Core Modules

• Machine Learning Fundamentals: Explore foundational concepts and methodologies, including supervised and unsupervised learning.

• Applications in Healthcare: Learn to apply machine learning techniques to real-world medical problems, from image classification to clinical text analysis.

• Ethics in AI: Delve into the ethical landscape of AI in medicine, addressing issues of bias, data privacy, and model transparency.

Hands-on Activities

• Develop a CNN-powered web app for pneumonia classification from chest X-rays.

• Engage in case study projects solving healthcare AI problems.

• Participate in an ethics debate competition on medical AI scenarios.

• Gain practical experience with AI tools such as Google Colab, PyTorch, and TensorFlow.

Tangible Outcomes

• Build a GitHub portfolio showcasing your project code.

• Complete a mini hackathon prototype addressing a medical challenge.

• Co-create an “Ethical AI Checklist” for use in hospital settings.

• Present projects to peers and industry experts.

Guest Speakers & Field Trips

• Learn from Ayon Roy, HP Z Global Data Science Ambassador, and Dr. Manu Goyal, Research Scientist at CPHAI.

• Visit the Dali Lab and Mechanical Workshop for hands-on learning experiences.

Admission Criteria

To thrive in this program, an interest in the convergence of medicine and computer science is essential. Applicants should have a recommended GPA of 3.5 or above and complete the Summer Institute application, including thoughtful responses to short-answer questions.

Who Should Attend

This course is ideal for aspiring computer scientists eager to explore the frontiers of innovation in medicine and technology. Whether you're considering a professional track in this dynamic field or seeking to enhance your academic credentials, this course offers a robust foundation for your future endeavors.

Benefits

Upon completion, students will receive a branded Course Completion Certificate and a Letter of Recognition from Summer Institute, affirming their academic achievements and participation in the Dartmouth Summer Scholars program. This documentation will serve as a valuable addition to their professional portfolio, showcasing their expertise and dedication to advancing healthcare through machine learning.

🛂 Visa Requirements for International Students

🌎 Students NOT in the U.S. Visa Waiver Program

If your home country is not one of the 40 countries in the U.S. Visa Waiver Program, you will need a B-2 Visitor Visa to attend the program.

The B-2 visa is for tourism and short-term study (under 16–18 hours of classes per week).

After enrollment, you will receive a Letter of Introduction to help support your visa application.

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✔️ Students IN the U.S. Visa Waiver Program

If your country is on the Visa Waiver Program list, you do not need a visa.

However, you must apply for an ESTA (Electronic System for Travel Authorization) before entering the U.S.

Apply here: https://esta.cbp.dhs.gov/esta

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💼 What the International Program Fee Covers

• 📄 Visa support and pre-arrival communication

• 🚌 Transportation to and from campus

• 🕑 24/7 arrival and departure assistance

• 🏥 International medical/health insurance while abroad

• 📱 Help securing a local phone number or SIM card if needed

🌍 International Fees & Support

💵 International Registration Fee (U.S. Programs)

Students whose primary residence is outside the United States will be charged an International Registration Fee when attending a U.S.-based program.

This fee includes:

• 📄 Visa support and pre-arrival communication

• 🚌 Transportation to and from campus

• 🕑 24/7 arrival and departure assistance

• 🏥 Medical/health insurance for international students

• 📱 Help obtaining a U.S. SIM card or phone plan

Note: This fee is mandatory and non-refundable, even if the student does not use all services.

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📘 Academic Reports & College Credit

📝 Student Performance Reports

After the program ends, students receive:

• Detailed course performance summaries

• Instructor feedback

• Recommendations for continued growth

Reports can be mailed to a student’s school upon written parent request.

🎓 College Credit Programs

Students enrolled in credit-bearing classes receive:

• A grade report

• Instructions for requesting a university transcript

Acceptance of credits depends on the receiving university’s policies.

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🌎 International Student Community

Programs welcome a diverse and global student population each summer:

• 🌐 About 30% of students come from outside the U.S.

• 🌍 Representing 50–60 countries

This creates a vibrant, multicultural learning experience.

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🏠 Housing & Roommate Matching

Students complete a personal profile in the spring to assist with roommate assignments.

Matching is based on:

• Interests

• Personality

• Sleeping habits

• Age group

Roommate Requests:

• Must be mutual

• Must be same age group and gender

• Not guaranteed, though campus staff make every effort

Cultural diversity is encouraged, and many roommates come from different countries.

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🧳 What to Bring

Students should pack essentials for at least one week.

Recommended:

• Clothing for warm and cool weather

• Basic school supplies

• Personal toiletries

• Laundry supplies

Spending Money:

• $100–$150 per week (snacks, lunches, souvenirs)

• Debit card recommended for ATM withdrawals

• Credit card for emergencies

• Avoid carrying large amounts of cash

Note: Some campuses provide bedding. A campus-specific packing list will be available after enrollment.

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✈ Travel & Airport Transportation

Programs do not arrange flights.

🚌 Airport Shuttles

Shuttle transportation (additional fee) is available to/from designated airports.

Details are included in the pre-summer transportation form.

Students must arrive/depart within scheduled shuttle windows to use this service.

• For international students, the international registration fee is $379 (residential) OR $239 (commuter) – this fee covers a medical policy for the student and their airport transfers.

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🕒 A Typical Day on Campus (Residential Programs)

A structured, activity-filled day may look like:

• 8:00 AM – Wake Up 🌅

• 8:30 AM – Breakfast 🍳

• 9:30–11:30 AM – Morning Course / Academy 📘

• 11:45 AM – Lunch 🍽

• 1:00–3:00 PM – Afternoon Course / Academy 🧪

• 3:30 PM – Activities, Social Time, or Study Hall 🎉

• 6:00 PM – Dinner 🍝

• 8:00 PM – Evening / Primetime Activities 🌆

• 10:30 PM – Return to Residence Halls 🏠

• 11:30 PM – On Floors 🌙

• 12:00 AM – In Rooms / Lights Out 😴

Activities may include:

shopping • sports • beaches • museums • movies • comedy shows • concerts • local events

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📚 Academic Experience (Enrichment & College Prep)

Programs emphasize:

• Small, interactive classes

• Supportive, enthusiastic instructors

• Hands-on learning and real-world experiences

• Field trips connected to course themes

• A wide choice of enrichment or academic courses

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🚗 Day Students (Non-Residential)

Day students follow the regular campus schedule to align with meals and activities.

Standard Schedule (Monday–Friday):

• Drop-Off: 8:30 AM

• Pick-Up: 6:00 PM

Times may vary by campus.

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🍽 Special Dietary Needs

Special meals and dietary accommodations are available.

Requirements:

Parents must complete a dietary information form during pre-arrival.

Residential & Standard Programs:

Notify the Residential Life Dean of dietary restrictions.

Day Programs (Younger Students):

Parents should inform the Program Director on-site.

Common accommodations include:

• Allergy-friendly meals

• Vegetarian/vegan options

• Gluten-free meals

• Religious dietary needs

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🛡️ Campus Safety & Supervision

Student safety is the top priority.

Safety Measures:

• Staff and counselors live on student floors

• 24/7 supervision

• Key-card residence hall access

• Daily check-ins and room checks

• Visitors must check in at the program office

• Students may move only in small groups

• Students may never leave campus alone

• Older students (14–18) may have limited group movement privileges

• 24/7 access to medical care

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📱 Emergency Communication & Response

Campus teams monitor:

• Weather

• Local events

• Road closures

• Any conditions that affect student safety

If needed, programs may:

• Move classes

• Adjust or reroute activities

• Avoid specific areas

Students receive:

• Daily notifications

• Safety messages

• Emergency push alerts

A dedicated Campus Emergency Line connects students to on-site directors.

International students receive support obtaining a local SIM card for reliable communication.

All students attend a mandatory orientation within the first 24 hours covering emergency procedures.

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🚫 Movement Policies & Program Rules

To maintain a safe, positive environment:

• Students and staff may not participate in protests

• All off-campus trips are fully chaperoned

• Security may be increased with campus police or external teams if needed

• Staff monitor all on- and off-campus locations and adjust plans immediately if necessary

📍 Dartmouth College – Campus Profile (Hanover, NH)

Dartmouth College, founded in 1769, is a distinguished Ivy League institution known for its deep academic tradition, research excellence, and strong sense of community. Set within the picturesque town of Hanover, New Hampshire, Dartmouth offers an inspiring environment for motivated students seeking challenge, intellectual exploration, and personal growth.

Surrounded by quintessential New England beauty, the campus features a blend of historic and contemporary architecture, including iconic spaces such as the Baker-Berry Library. Hanover’s walkable Main Street adds to the experience with cafés, shops, restaurants, and a welcoming small-town charm. The region also offers abundant outdoor recreation, including trails, parks, and access to the Connecticut River.

Students join a vibrant community of learners, take part in a range of academic academies, and benefit from small class sizes led by experienced instructors. The program encourages both academic achievement and social development, offering a balanced schedule of coursework, activities, and excursions designed to help students grow as scholars and individuals.

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✨ Program Environment

• Ideal for high-achieving high school students considering selective universities

• Academically rigorous curriculum taught by knowledgeable instructors

• Opportunities to explore multiple subjects across a wide variety of academies

• Supportive environment that encourages independence, collaboration, and intellectual curiosity

• Beautiful, safe, and walkable campus surrounded by natural landscapes

• Perfect blend of academics, recreation, and community engagement

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🎒 Included in Tuition

• 📘 Academic tuition

• 🏨 Housing

• 🍽 Three meals per day, 7 days per week

• 🎡 Afternoon, evening, and weekend activities and excursions

• 🚐 Transportation for all included activities

• 🏋️ Access to athletic and recreation facilities

• 🎓 College admissions presentation

• 🛌 Linens (two full sets including sheets, blanket, pillow, and towels)

• 🧺 Laundry (detergent/softener not provided)

• 🛡 Full campus safety and supervision

Note: Some specialized courses may require additional academic fees.

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🚫 Not Included in Tuition

• 📝 Application fee

• ✈ Airfare and airport transfers

• 🍽 Meals eaten off campus

• 💼 Personal spending money

• 🏥 Medical expenses

• 🎟 Supplemental academic fees (if applicable)

A standard international program fee applies for international students.

Closest airport: Boston Logan International Airport (BOS).

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🎡 Top Activities in Hanover, New Hampshire

• 🖼 Hood Museum of Art

• 🎮 Dave & Buster’s

• ⚾ Fisher Cats Minor League Baseball Game

• 🛍 Shopping at the Mall of New Hampshire

• 🎢 Six Flags New England

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🎉 Top Campus Activities

• 🎧 Silent Disco and Live Band Karaoke

• 🎭 Variety performances featuring comedians, hypnotists, mentalists, and magicians

• 🎨 Clubs: arts, baking, sports tournaments, leagues, and game nights

• 🍔 End-of-summer BBQ with lawn games and music