Fall 2026

Nonlinear Optimization II

NONLINEAR OPTIMIZATION II covers theory and algorithms for nonlinearly constrained optimization, including optimality conditions, duality, and methods like interior-point and SQP.

no offering record for this termCredits unavailable
Recorded instructors · Fall 2026 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

Fall 2026

No instructors recorded for this selection.

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Calendar & sections

Fall 2026

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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

No workload feedback recorded.

Topics

  • Geometric concepts: tangent/normal cones, separation results
  • Constraint qualifications
  • Merit functions, filters, interior-point, augmented Lagrangian, SQP

Skills

  • Nonlinearly constrained optimization theory and algorithms
  • First and second-order optimality conditions
  • Duality theory
  • Advanced nonlinear programming algorithms

Grades

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

average GPA
A / AB grades
letter grades
Instructor

Grade distribution · % of letter grades

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AB
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BC
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Grades over time

Through Spring 2026

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Sources & history

UW–Madison

Catalog & offerings

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Dataset & model

Recorded 2026-09-07

View the dataset on Hugging Face
Model outputs & technical records
nvidia/Qwen3.6-35B-A3B-NVFP4
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": "nvidia/Qwen3.6-35B-A3B-NVFP4",
  "model_revision": "1355db6a052410cfd62085d94b58866fd0f2c3c5",
  "task_version": "14",
  "output_id": "ac97a4d10f6c9602470226f047ffe3f83fa427141323b0e340fcfa09863a893f",
  "requirements_status": "valid",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}