Faculty of Arts & Science · St. George
CSC412H1
Probabilistic Learning and Reasoning
What was the average?
B+
3.3 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 & ScienceAn introduction to probability as a means of representing and reasoning with uncertain knowledge. Qualitative and quantitative specification of probability distributions using probabilistic graphical models. Algorithms for inference and probabilistic reasoning with graphical models. Statistical approaches and algorithms for learning probability models from empirical data. Applications of these models in artificial intelligence and machine learning.
- Exclusions
- STA414H1STAD68H3
- Contact hours
- 24 lecture · 12 tutorial
- Total scheduled hours for the course, not per week.
If you are a Faculty of Arts & Science student
Any one of these
If you are a Faculty of Applied Science and Engineering student
Any one of these
ECE421H1, or ROB313H1
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.
What people actually got
Last observed Winter 20221 term observed
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.
How well we know this course
2024–2024Pyko’s archive holds 8 documents for CSC412H1, across 1 year between 2024 and 2024.
- 1
- Final exams
- 2
- Solution sets
- 4
- Tutorial material
- 1
- Syllabi
Counts, not a library. Pyko does not host or distribute course files, and this page is not an offer to supply one — the archive is what lets these pages describe how a course is assessed, which matters most where no syllabus has been verified.
What we don’t have yet
Source ledger
Report an error →| 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 |
| 8 archived documents, 2024-2024 | Pyko archive | 2026-07-25 | index only |
Page last verified 2026-07-25. A claim whose source moves is withdrawn before it goes stale.
Around this course
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