Texas A&M · Statistics

STAT 421 Machine Learning

Catalog credits: 3
Spring 2027 sections: 1 listed
Historical grades: 6 section records

Grade history by instructor

Choose a term to see published sections. Bars show each letter’s share of the A–F grades in that row.

Reports checked for 12 terms from Spring 2021 through Summer 2026. The registrar suppresses small sections. Campus is unspecified in these college reports.

Instructor, section or term

Spring 2026 · 1 section record

Spring 2026 grades by instructor and section
Instructor and section	A–F grades	GPA	Source
PENG XSection 500 · Arts & Sciences	A 62B 13C 0D 0F 0 75 A–F	3.826	PDF p. 285

Spring 2025 · 1 section record

Spring 2025 grades by instructor and section
Instructor and section	A–F grades	GPA	Source
PENG XSection 500 · Arts & Sciences	A 56B 1C 0D 0F 0 57 A–F · 59 total	3.982	PDF p. 278

Spring 2024 · 1 section record

Spring 2024 grades by instructor and section
Instructor and section	A–F grades	GPA	Source
HARRIS TSection 500 · Arts & Sciences	A 46B 14C 0D 0F 0 60 A–F	3.766	PDF p. 297

Spring 2023 · 1 section record

Spring 2023 grades by instructor and section
Instructor and section	A–F grades	GPA	Source
HARRIS TSection 500 · Arts & Sciences	A 32B 9C 0D 1F 0 42 A–F · 45 total	3.714	PDF p. 286

Spring 2022 · 1 section record

Spring 2022 grades by instructor and section
Instructor and section	A–F grades	GPA	Source
RAHMAN SSection 500 · Science (Pre-Fall 2022)	A 21B 9C 0D 0F 0 30 A–F · 33 total	3.700	PDF p. 121

Spring 2021 · 1 section record

Spring 2021 grades by instructor and section
Instructor and section	A–F grades	GPA	Source
RAHMAN SSection 500 · Science (Pre-Fall 2022)	A 19B 5C 1D 1F 1 27 A–F	3.481	PDF p. 120

Sources checked Nov 5, 2026Registrar grade reports All published course totals

Catalog and requirements

2026–2027 · Undergraduate · Catalog excerpt

Theoretical foundations of machine learning, pattern recognition and generating predictive models and classifiers from data; includes methods for…

Catalog references include MATH 304, MATH 311, MATH 323, STAT 211, STAT 404, CSCE 221, ECEN 303, CSCE 121, CSCE 120. Check the official entry for the full conditions.

Catalog checked Nov 5, 2026Full official catalog entry

College Station sections

Use the Howdy schedule to confirm seats, restrictions and registration.

Spring 2027 · 1 section
Fall 2026 · No College Station sections in this snapshot.
Summer 2026 · No College Station sections in this snapshot.
Spring 2026 · 1 section
Fall 2025 · No College Station sections in this snapshot.
Browse archived schedules for STAT 421

Sources checked Nov 5, 2026Open Howdy Public Class Search

By Sulayman Bowles · Updated Nov 5, 2026