Fall 2026

Cloud Technology for Business Analytics

GENBUS 780 teaches cloud technology for business analytics, covering data analysis, machine learning, and data pipelines.

offering recorded1 credits
Recorded instructors · Fall 2026 Bipin Karunakaran3.6/5

Summary

1 / 3

Recent recorded grades — Fall 2023: 3.95 GPA, 98.2% A/AB (n=111 letter grades); Fall 2024: 3.88 GPA, 92.2% A/AB (n=116 letter grades); Fall 2025: 3.82 GPA, 93.4% A/AB (n=76 letter grades).

Grade history

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average GPA
letter grades
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AB
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All recorded terms · compare terms & instructors

Prerequisites

Course map

Graduate/professional standing or member of graduate Business Exchange program

  • Graduate/professional standing or member of graduate Business Exchange program
GENBUS 780 used by

“Used by” includes alternatives; linked courses may have other requirements. This is a best-effort interpretation; check the catalog requirements above.

Prerequisite text tree
  • Graduate/professional standing or member of graduate Business Exchange program

Professors

Fall 2026
Adjusted rating
RMP difficulty
captured reviews
About this rating

Raw average: 3.50/5 from 8 quality ratings. The adjusted rating blends this with the UW review average (3.66/5), weighted as 20 additional ratings. Smaller samples stay closer to that average. Each captured review is counted once in the prior; this does not correct who chooses to leave a review.

RMP profile ↗ · All captured review dates; profile matched by name.

No course-specific feedback yet.

Historical instructors & teaching patterns

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 010Classroom Instruction24 / 350
LEC 011Classroom Instruction20 / 350

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

Meeting source records
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Student experience

the class

Recent recorded grades — Fall 2023: 3.95 GPA, 98.2% A/AB (n=111 letter grades); Fall 2024: 3.88 GPA, 92.2% A/AB (n=116 letter grades); Fall 2025: 3.82 GPA, 93.4% A/AB (n=76 letter grades).

difficulty & workload

No workload feedback recorded.

Topics

  • Cloud services for business analytics
  • Machine learning
  • Data pipelines

Skills

  • Data loading and analysis
  • Machine learning model development and deployment
  • Data pipeline development
  • Cloud environment operations

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

Where this course fits relative to

Latest available grades · Fall 2025 · all course levels

GPA

Higher than % of other courses in this group.

Course GPAs · red marks this course’s range

letter grades

More recorded grades than % of other courses in this group.

Typical course in this group: letter grades.

About this comparison

1320 courses over the same term, each with at least 30 recorded letter grades. Cross-listed courses count once. GPA is not a measure of difficulty or teaching quality. The typical course is the median by recorded grade count; tied values are not counted as lower. Grade counts describe course scale, not unique students or typical section size.

Descriptions compare GPA with this group’s average: at least 0.20 higher or lower; otherwise close to average. Section size uses median recorded enrollment: small up to 30, mid-sized 31–99, large 100+. Lectures and discussion/lab sections are described separately.

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.

Download part 1
Selected offering source records
GENBUS 780 · Fall 2026

Cloud Technology for Business Analytics

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": "1272:231:026249",
    "course_id": "GENBUS 780",
    "course_uid": "course_91226fe69e5101ac4eb0c7e0",
    "term_id": "1272",
    "source_course_id": "026249",
    "source_subject_id": "231",
    "title": "Cloud Technology for Business Analytics",
    "credits_min": 1,
    "credits_max": 1,
    "typically_offered": "Not Applicable"
  }
]
Rate My Professors

Student reviews

Original comments behind the course and instructor summaries.

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Madgrades

Grade history

Recorded grade distributions by term, section, and instructor.

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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
Download part 1
Full model traces

Recorded model configuration, reasoning, and tool conversations.

Download part 1
Model & dataset provenance 
{
  "model": "nvidia/Qwen3.6-35B-A3B-NVFP4",
  "model_revision": "1355db6a052410cfd62085d94b58866fd0f2c3c5",
  "task_version": "14",
  "output_id": "25dcfe78f1f5db5970a5c6a363d64b548e2e49434bca03fa40b00ca19d219c93",
  "requirements_status": "valid",
  "dataset_revision": "e243353dcb7d79b7247ced91d69443ef4c2a6349",
  "observed_at": "2026-09-07 15:55:43.033547+00:00"
}