Concentrations & projects
Your concentration,
then your project.
A concentration is the lens your work gets read through — by the project lead who runs it and the
industry reviewer who evaluates it. Complete two projects in your concentration and the certificate is yours.
15 projects
AI + Foundation
Start from the ground up. Build the skills every AI field stands on.
- Evaluating AI Safety and Alignment
- Testing AI Systems Against Adversarial Attacks
- Automating Cybersecurity Tasks with Language Models
14 projects
AI + Business & Finance
Turn business and money questions into models people act on.
- Testing Automated Credit Decisions for Fairness
- Tracking Economic Sentiment from News
- Simulating Markets with Language-Model Agents
11 projects
AI + Physical Intelligence
Teach machines to see, decide, and act in the messy real world.
- Optimizing Robot Perception and Motion Planning
- Helping Robots Map Unknown Environments
- Estimating Object Pose for Robotic Grasping
11 projects
AI + Health Tech
Use AI on health and biology data, held to research standards.
- Predicting Vulnerability to Stress and Anxiety
- Segmenting Biomedical Images with Transformers
- Measuring How Stress Affects Cognition
12 projects
AI+X Electives
Take AI into energy, quantum, and other fields that need it.
- Optimizing Geothermal Production with AI
- Designing Quantum Deep-Learning Experiments
- Tracking Carbon Storage Underground
Taught by Working researchers and industry practitioners
Team 3–6 students, capped every cohort
Format Two months, live classes
Time 4–6 hrs per week
Project work from companies such as Shell, Headspace, and Boston Dynamics.