Fall 2026

Information Sensing and Analysis for Manufacturing Processes

ISYE 612 teaches sensing and multivariate data modeling techniques for monitoring, diagnosis, and quality improvement in manufacturing and related industries.

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

Summary

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Recent recorded grades — Spring 2020: 3.91 GPA, 100.0% A/AB (n=11 letter grades); Spring 2024: 3.81 GPA, 92.3% A/AB (n=13 letter grades); Spring 2025: 3.61 GPA, 88.9% A/AB (n=9 letter grades).

Grade history

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average GPA
letter grades
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Prerequisites

Course map

I SY E/​M E 512, graduate/professional standing, or member of Engineering Guest Students

    • ISYE/ME 512
    • graduate/professional standing
    • member of Engineering Guest Students
    take one
ISYE 612

This is a best-effort interpretation; check the catalog requirements above.

Prerequisite text tree
  • Any of
    • ISYE/ME 512
    • graduate/professional standing
    • member of Engineering Guest Students

Professors

Fall 2026

No instructors recorded for this selection.

Historical instructors & teaching patterns

Recorded history may be incomplete and does not establish a future schedule.

Calendar & sections

Fall 2026

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Meeting source records

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Student experience

the class

Recent recorded grades — Spring 2020: 3.91 GPA, 100.0% A/AB (n=11 letter grades); Spring 2024: 3.81 GPA, 92.3% A/AB (n=13 letter grades); Spring 2025: 3.61 GPA, 88.9% A/AB (n=9 letter grades).

difficulty & workload

No workload feedback recorded.

Topics

  • Sensing and multivariate data modeling.
  • Manufacturing process monitoring and diagnosis.
  • Applications in healthcare, finance, and service industries.

Skills

  • Sensing and multivariate data modeling and analysis techniques.
  • Process monitoring, diagnosis, and quality improvement.

Grades

Latest available · Spring 2025— 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
B
BC
C
D
F

Grades over time

Through Spring 2025

More grade details Grade mix, volume & source data

Not enough comparable courses for Fall 2026 in UW–Madison.

Sources & history

UW–Madison

Catalog & offerings

Descriptions, prerequisites, and recorded course offerings.

Catalog observation history

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Grade history

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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": "28c822a2b0a84dc68ad7ebad1a67f38559e5537c2776ffba2388720e90ac32b6",
  "requirements_status": "valid",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}