Spring 2027

Nonlinear Optimization II

Theory and algorithms for nonlinearly constrained optimization. Relevant geometric concepts, including tangent and normal cones, theorems of the alternative, and separation results. Constraint qualifications. Geometric and algebraic expression of first-order optimality conditions. Second-order optimality conditions. Duality. Nonlinear programming algorithms: merit functions and filters; interior-point, augmented Lagrangian, and sequential quadratic programming algorithms.

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Recorded instructors · Spring 2027 No instructors listed

Summary

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Recent recorded grades — Spring 2020: 3.71 GPA, 83.3% A/AB (n=12 letter grades); Fall 2022: 3.59 GPA, 76.5% A/AB (n=17 letter grades); Spring 2026: 3.59 GPA, 72.7% A/AB (n=11 letter grades).

Grade history

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average GPA
letter grades
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Prerequisites

Course map

STAT/​COMP SCI/​I SY E/​MATH 726

COMPSCI/ISYE/MATH 730

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Professors

Spring 2027

No instructors recorded for this selection.

Historical instructors & teaching patterns

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Calendar & sections

Spring 2027

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Student experience

the class

Recent recorded grades — Spring 2020: 3.71 GPA, 83.3% A/AB (n=12 letter grades); Fall 2022: 3.59 GPA, 76.5% A/AB (n=17 letter grades); Spring 2026: 3.59 GPA, 72.7% A/AB (n=11 letter grades).

difficulty & workload

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Grades

Latest available · Spring 2026— not enough history to project Spring 2027.

average GPA
A / AB grades
letter grades
Instructor

Grade distribution · % of letter grades

A
AB
B
BC
C
D
F

Grades over time

Through Spring 2026

More grade details Grade mix, volume & source data

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Sources & history

UW–Madison

Catalog & offerings

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Grade history

Recorded grade distributions by term, section, and instructor.

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Dataset & model

Recorded 2026-10-14

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Model outputs & technical records
Qwen/Qwen3.8-27B
LLM outputs across runs
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Full model traces

Recorded model configuration, reasoning, and tool conversations.

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Model & dataset provenance 
{
  "model": "Qwen/Qwen3.8-27B",
  "model_revision": "1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0",
  "task_version": "17",
  "output_id": "ae3754498603797c290d8005c2de695ec4dbc9c364021d01474ff765b05218a6",
  "requirements_status": "valid",
  "dataset_revision": "fc1811fa52e581ea57a35c0cf3343f8740a8ffbf",
  "observed_at": "2026-10-14 17:50:09.728220+00:00"
}