Biological Engineering: Molecules, Cells & Systems

CBE 781 covers biological engineering topics including protein engineering, metabolic engineering, synthetic biology, and tissue engineering.

offering recorded3 credits
Recorded instructors · Fall 2026 Mai Ngo

Summary

1 / 3

Recent recorded grades — Fall 2023: 3.86 GPA, 97.4% A/AB (n=39 letter grades); Fall 2024: 3.88 GPA, 94.1% A/AB (n=34 letter grades); Fall 2025: 3.92 GPA, 100.0% A/AB (n=25 letter grades).

Grade history

average GPA
letter grades
A
AB
B
BC
C
D
F

All recorded terms · compare terms & instructors

Prerequisites

Course map

Graduate/professional standing

  • Graduate/professional standing
CBE 781

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

Prerequisite text tree
  • Graduate/professional standing

Professors

Fall 2026

Recent recorded grades — Fall 2025: 3.92 GPA, 100.0% A/AB (n=25 letter grades).

Historical instructors & teaching patterns

MAI NGO is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

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

Calendar & sections

Fall 2026

Schedule loads here as you scroll.

SectionModeEnrolled / capacityWaitlist
LEC 001Classroom Instruction19 / 550

Times are Central. Select a meeting for details; export includes recorded dates for the selected sections. Enrollment reflects scan time.

Meeting source records

Student experience

the class

Recent recorded grades — Fall 2023: 3.86 GPA, 97.4% A/AB (n=39 letter grades); Fall 2024: 3.88 GPA, 94.1% A/AB (n=34 letter grades); Fall 2025: 3.92 GPA, 100.0% A/AB (n=25 letter grades).

difficulty & workload

No workload feedback recorded.

Topics

  • Protein engineering and protein-protein interactions
  • Receptor-ligand binding
  • Cell metabolism and signaling
  • Metabolic engineering and synthetic biology
  • Tissue engineering

Grades

Latest available · Fall 2025— not enough history to project Fall 2026.

average GPA
A / AB grades
letter grades
Instructor

Grade distribution · % of letter grades

A
AB
B
BC
C
D
F

Grades over time

Through Fall 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

Observations at scan time; dates do not imply when a catalog change took effect.

Selected offering source records
CBE 781 · Fall 2026

Biological Engineering: Molecules, Cells & Systems

Recorded 2026-09-07
Raw records
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "offering_id": "1272:220:024187",
    "course_id": "CBE 781",
    "course_uid": "course_bdc834cf2afe98b01bebe45c",
    "term_id": "1272",
    "source_course_id": "024187",
    "source_subject_id": "220",
    "title": "Biological Engineering: Molecules, Cells & Systems",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Fall"
  }
]
Rate My Professors

Student reviews

Original comments behind the course and instructor summaries.

Read original reviews

No records available.

Madgrades

Grade history

Recorded grade distributions by term, section, and instructor.

Explore recorded grades
Model outputs & technical records
nvidia/Qwen3.6-35B-A3B-NVFP4
LLM outputs across runs
Full model traces

Recorded model configuration, reasoning, and tool conversations.

Model & dataset provenance
{
  "model": "nvidia/Qwen3.6-35B-A3B-NVFP4",
  "model_revision": "1355db6a052410cfd62085d94b58866fd0f2c3c5",
  "task_version": "14",
  "output_id": "9b3a2485f6363a9102dbe17873ebba016285abdebf38affb3f1aeec45492968a",
  "requirements_status": "valid",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}