Stanford University · EE364B

Convex Optimization II

凸优化 II

Advanced topics and applications in convex optimization.

Start with one small step

Lecture 1: Subgradients and subgradient methods

No path choice or account is required. Start one real official item and OpenStudy will remember where you left off.

Start the first lesson ↗Preview a gentle study plan

Subject：Optimization

Level：Advanced

Suggested stage：Years 3–4 (inferred)

Public-material edition：Official course page (year not stated)

Language：English

Videos：Available

Assignments / solutions：Available / Not verified

Prerequisites

Convex Optimization I or equivalent →

Start here

All official course content

Lectures, video, assignments and exams are separated so you do not have to hunt through the course homepage.

29 direct tasks

▶Lectures, video & readingCourse content in the official sequence18

Lecture 1: Subgradients and subgradient methods Lecture 2: Subgradients and subgradient methods Lecture 3: Subgradients and subgradient methods Lecture 4: Subgradients and subgradient methods Lecture 5: Cutting-plane and ellipsoid methods Lecture 6: Cutting-plane and ellipsoid methods Lecture 7: Cutting-plane and ellipsoid methods Lecture 8: Cutting-plane and ellipsoid methods Lecture 9: Primal and dual decomposition Lecture 10: Primal and dual decomposition Lecture 11: Sequential convex programming and Newton methods Lecture 12: Sequential convex programming and Newton methods Lecture 13: Sequential convex programming and Newton methods Lecture 14: Convex-cardinality problems Lecture 15: Convex-cardinality problems Lecture 16: Model predictive control and branch-and-bound Lecture 17: Model predictive control and branch-and-bound Lecture 18: Model predictive control and branch-and-bound

✓Assignments & practiceOpen the matching problem or assignment page7

Assignment 1 Assignment 2 Assignment 3 Assignment 4 Assignment 5 Assignment 6 Assignment 7

◆Labs & projectsCourse projects, labs and milestones4

Initial project proposal Revised project proposal Midterm project progress report Final project report

Official resource hubs

Use these to browse a complete resource collection; the section above links directly to individual study items.

SyllabusStanford Engineering Everywhere ↗

Download all course materialsStanford Engineering Everywhere ↗

Source and verification

Every link points to an official university or course-team page. The year identifies the linked public-material edition, not necessarily the latest on-campus offering; a school may have newer materials that are not public. Unknown facts remain unverified rather than guessed.

Stanford Engineering Everywhere · verified 2026-07-31

Open official course ↗Report a resource issue