Browse the paths

Learning Roadmaps

Every path is a staircase: start with an everyday spark, build the real mechanism, and climb to the graduate course it descends from. Pick a path and start anywhere on it.

paths

summits

120

rungs

Path-based roadmaps

Artificial Intelligence

How machines perceive, decide, learn, and talk.

8 coursesView roadmap →

The Math Underneath

The probability, calculus, and optimization that make learning possible.

5 coursesView roadmap →

Systems & Theory

What a computer really is, how it runs, and the limits of what it can do.

11 coursesView roadmap →

People, Power & Building

Who AI helps, who it harms, and how things actually get built.

5 coursesView roadmap →

Frontiers

Where the rules of computing themselves start to bend.

1 courseView roadmap →

Browse by course

Artificial Intelligence

AI10What Is AI, Really?CS221Artificial Intelligence: Principles & Techniques CS238Decision Making Under Uncertainty CS230Deep Learning CS131Computer Vision: Foundations & Applications CS124From Languages to Information (NLP)CS224RDeep Reinforcement Learning CS336Language Modeling from Scratch

The Math Underneath

DATA10Making Sense of Data & Spreadsheets MATH51Linear Algebra & Multivariable Calculus CS109Probability for Computer Scientists CS205LContinuous Mathematical Methods for ML MS&E211DSOptimization for Data Science

Systems & Theory

CS106AProgramming: Your First Instructions CS1HHow Computers Actually Work NET10How the Internet Works CS103Mathematical Foundations of Computing CS161Design & Analysis of Algorithms CS107Computer Organization & Systems CS111Operating Systems Principles MS&E135Networks (Structure & Dynamics)CS244CAdvanced Networking & Distributed Systems CS80EModern Computer Architecture CS255Introduction to Cryptography

People, Power & Building

AMSTUD145Silicon Valley: History & Culture MS&E178The Spirit of Entrepreneurship MS&E472Entrepreneurial Thought Leaders Seminar CS182Ethics, Public Policy & Technological Change DATASCI154Data Science for Social Impact

Frontiers

PHYS14NQuantum Information