WClasses

STAT 441 - Statistical Learning - Classification

Classification is the problem of predicting a discrete outcome from a set of explanatory variables. Main topics include logistic regression, neural networks, tree-based methods, support vector machines, and nearest neighbour methods. Other topics include model assessment, training, and tuning.

Prerequisites

STAT341; STAT331 or STAT371

Corequisites

None

Antirequisites

None

Offerings

Winter 2026 [1261]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6152	83 / 125	14:30 - 15:50	M,W

Fall 2025 [1259]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6273	37 / 85	08:30 - 09:50	T,Th

Winter 2025 [1251]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6250	101 / 150	10:00 - 11:20	T,Th

Winter 2024 [1241]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6301	87 / 150	13:00 - 14:20	T,Th

Fall 2023 [1239]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6121	44 / 95	14:30 - 15:50	T,Th

Winter 2023 [1231]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6481	56 / 137	14:30 - 15:50	M,W	AL 113	Martin Lysy

Fall 2022 [1229]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	7225	56 / 140	11:30 - 12:50	T,Th	UTD 105	Yeying Zhu
LEC 002	11472	0 / 1

Winter 2022 [1221]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6415	85 / 140	13:00 - 14:20	T,Th	MC 2066	Matthias Schonlau

Fall 2021 [1219]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6178	59 / 145				Ali Ghodsi

Winter 2021 [1211]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 041	6466	87 / 145				Matthias Schonlau

Fall 2020 [1209]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 041	6074	100 / 145				Ali Ghodsi

Winter 2020 [1201]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6330	75 / 85	14:30 - 15:50	T,Th	MC 4020	Matthias Schonlau

Fall 2019 [1199]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	5894	43 / 80	11:30 - 12:50	T,Th	STC 0040	Peijun Sang
LEC 002	9842	1 / 1

Winter 2019 [1191]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6245	55 / 89	09:30 - 10:20	M,W,F	MC 4020	Matthias Schonlau

Fall 2018 [1189]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	5740	59 / 90	14:30 - 15:50	T,Th	MC 2065	Ali Ghodsi Boushehri

Winter 2018 [1181]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6361	70 / 80	13:00 - 14:20	T,Th	AL 208	Ali Ghodsi Boushehri

Fall 2017 [1179]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	5832	41 / 55	08:30 - 09:50	T,Th	MC 4059	Ali Ghodsi Boushehri

Winter 2017 [1171]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	8323	48 / 80	16:00 - 17:20	T,Th	MC 2054	Ali Ghodsi Boushehri

Fall 2016 [1169]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	5809	47 / 51	14:30 - 15:50	T,Th	STC 0060	Matthias Schonlau
LEC 002	9298	1 / 1

Fall 2015 [1159]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	6076	31 / 35	11:30 - 12:50	T,Th	RCH 207	Ali Ghodsi Boushehri

Fall 2014 [1149]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	5742	17 / 26	08:30 - 09:50	M,W	MC 4058	Ali Ghodsi Boushehri

Fall 2013 [1139]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	5397	25 / 31	11:30 - 12:50	T,Th	MC 4042	Ali Ghodsi Boushehri

Fall 2012 [1129]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	5324	19 / 40	11:30 - 12:50	T,Th	MC 4063	Paul Kenneth Marriott

Fall 2011 [1119]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	5152	15 / 16	11:30 - 12:50	T,Th	MC 4063	Ali Ghodsi Boushehri

Fall 2010 [1109]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	5189	5 / 10	11:30 - 12:50	T,Th	MC 4063	Ali Ghodsi Boushehri

Fall 2009 [1099]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	4923	5 / 10	12:30 - 13:20	M,W,F	MC 4042	Ali Ghodsi Boushehri

Fall 2008 [1089]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	3801	6 / 10	12:30 - 13:20	M,W,F	RCH 307	Ali Ghodsi Boushehri

Fall 2007 [1079]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	3516	5 / 15	12:30 - 13:20	M,W,F	RCH 308	Ali Ghodsi Boushehri

Fall 2006 [1069]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	3408	1 / 15	08:30 - 09:50	T,Th	RCH 204	Guangzhe Fan

Fall 2005 [1059]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	3349	23 / 25	08:30 - 09:50	T,Th,R,C,H		Guangzhe Fan

Fall 2004 [1049]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	3346	6 / 15	08:30 - 09:50	T,Th,M,C		Wayne Oldford

Fall 2003 [1039]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	3268	15 / 45	08:30 - 09:50	T,Th,R,C,H		Hugh Chipman

Fall 2002 [1029]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	3151	5 / 20	08:30 - 09:50	T,Th,M,C		William J Welch

Fall 2001 [1019]

Section	Class	Enrolled	Time	Days	Location	Instructor
LEC 001	3287	7 / 20	08:30 - 09:50	T,Th,M,C		William J Welch