Faculty of Arts & Science · St. George

CSC401H1

Natural Language Computing

Prerequisite2 routes by faculty

Total contact hours24 lecture · 12 tutorial

Evidence1 term

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What was the average?

3 GPA across 1 observed term. Most recent: Winter 2022.

How is it graded?

Not yet verified

No syllabus we can lawfully use has been verified for this course.

How confident is this?

Low

A small number of terms, so read it as a range. The most recent observation is several years old.

From the calendar

Official source · Faculty of Arts & Science

Introduction to techniques involving natural language processing and speech in applications such as information retrieval, speech recognition and synthesis, machine translation, summarization, and dialogue. N-grams, corpus analysis, neural methods, and information theory. Python and other software.

Contact hours: 24 lecture · 12 tutorial; Total scheduled hours for the course, not per week.

If you are a Faculty of Arts & Science student

One option from each line

CSC207H1, CSC209H1, CSC207H5, CSCB07H3, CSC209H5, or CSCB09H3

STA237H1, STA247H1, STA255H1, STA257H1, STAB57H3, or STAB52H3

If you are a Faculty of Applied Science and Engineering student

One option from each line

APS105H1, APS106H1, ESC180H1, or CSC180H1

ECE302H1, STA286H1, CHE223H1, CME263H1, MIE231H1, MIE236H1, MSE238H1, or ECE286H1

These are alternative routes, not a combined list. Satisfying one of them is enough — the calendar states a different prerequisite depending on which faculty you are registered in.

Recommended preparation — not required

CSC311H1, MAT221H1, MAT223H1, MAT240H1

The calendar advises these before taking CSC401H1. You can enrol without them.

What people actually got

Last observed Winter 2022

3 GPA

1 term observed

n = 1student contributedSt. George offerings only

This is a student-contributed aggregate, not an official University of Toronto record. It is also not a measure of how hard the course is — a course average moves with who enrols in it, not only with the material.

The newest observation is from Winter 2022. Instructors, weighting and exam format may all have changed since — treat this as history, not a forecast.

This rests on 1 reported term. It is shown because hiding it would not make it less true, but one or two results are a datapoint, not a distribution — a single unusual cohort moves this number a long way.

What we don’t have yet

Assessment weightingNo syllabus we can lawfully use has been verified for this offering. Contribute yours and the breakdown appears here.

A current averageThe newest verified observation is from Winter 2022. Later terms have no confirmed result yet.

Per-term breakdownHeld back deliberately. Splitting 1 observations across terms would be false precision.

Instructor-level detailAverages are not split by instructor. At these sample sizes the difference between sections is noise, not signal.

Archive coveragePyko holds no past paper for this course. We do not host or distribute course files in any case; the archive is what lets these pages describe how a course is assessed.

Source ledger

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Sources behind every claim on this page
Claim	Source	Captured	Status
Course description, prerequisites, exclusions, contact hours	Faculty of Arts & Science	2026-07-25	public fact
Historical average across 1 term	Student contributions, consented	2026-07-25	user contributed aggregate

Page last verified 2026-07-25. A claim whose source moves is withdrawn before it goes stale.

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