Stanford Root

Schedule

Stanford Root

Schedule

ENGR 108

Introduction to Matrix Methods

UNITS:3-5
GRADING:Letter or Credit/No Credit
LEVEL:Undergrad
GER:WAY-AQR, WAY-FR

Formerly EE 103/CME 103. Introduction to applied linear algebra with emphasis on applications. Vectors, norm, and angle; linear independence and orthonormal sets; applications to document analysis. Clustering and the k-means algorithm. Matrices, left and right inverses, QR factorization. Least-squares and model fitting, regularization and cross-validation. Constrained and nonlinear least-squares. Applications include time-series prediction, tomography, optimal control, and portfolio optimization. Undergraduate students should enroll for 5 units, and graduate students should enroll for 3 units. ENGR 108 and Math ENGR 104 cover complementary topics in applied linear algebra. The focus of ENGR 108 is on a few linear algebra concepts, and many applications; the focus of Math ENGR 104 is on algorithms and concepts.

Syllabus for selected term:
View Autumn 2026 Syllabus

Sections

2 Terms
Lecture 1Open
ID: 2060
0 / 180 enrolled
DAYS:Tuesday, Thursday
TIME:10:30 AM – 11:50 AM
LOCATION:Hewlett Teaching Center 201
INSTRUCTOR:
Duchi, John
units
Discussion 1Open
ID: 2059
0 / 999 enrolled
DAYS:TBD
TIME:TBD
LOCATION:TBD
units

ENGR 108: Introduction to Matrix Methods

3-5 units · Letter or Credit/No Credit · GER: WAY-AQR, WAY-FR

Formerly EE 103/CME 103. Introduction to applied linear algebra with emphasis on applications. Vectors, norm, and angle; linear independence and orthonormal sets; applications to document analysis. Clustering and the k-means algorithm. Matrices, left and right inverses, QR factorization. Least-squares and model fitting, regularization and cross-validation. Constrained and nonlinear least-squares. Applications include time-series prediction, tomography, optimal control, and portfolio optimization. Undergraduate students should enroll for 5 units, and graduate students should enroll for 3 units. ENGR 108 and Math 104 cover complementary topics in applied linear algebra. The focus of ENGR 108 is on a few linear algebra concepts, and many applications; the focus of Math 104 is on algorithms and concepts.

Offered in Autumn 2026, Winter 2027 at Stanford University.

Autumn 2026 sections

  • Discussion — TBA TBA (Undergrad)
  • Lecture — Tuesday Thursday 10:30 AM – 11:50 AM — Hewlett Teaching Center 201 — Duchi, John (Undergrad)

Winter 2027 sections

  • Discussion — TBA TBA (Undergrad)
  • Lecture — Tuesday Thursday 10:30 AM – 11:50 AM — Osgood, Brad (Undergrad)

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  • ENGR 105: Feedback Control Design
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  • ENGR 140C: Leadership of Technology Ventures
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