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CSCI 581: Deep Learning
Covers the fundamentals of deep learning, including important models, such as deep feedforward, recurrent, convolutional and transformer neural networks, and algorithms and considerations for training them. The application of deep learning to domains such as natural language, speech and vision will also be discussed.
Offered in 6 of the 26 listed terms (Winter 2021 to Winter 2027).
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Prerequisites
Prerequisite tree
Each course's own prerequisites, down to the first courses in the chain.
- DATA 571 Machine Learning
requires MATH 204 and MATH 341- MATH 204 Elementary Linear Algebra
requires MATH 125 or MATH 135 or MATH 138- MATH 125 Calculus and Analytic Geometry II
requires MATH 124 or MATH 134 or Calculus AB AP Exam (AP66), score 4 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 4- MATH 124 Calculus and Analytic Geometry I
requires MPT - Advanced - Scaled Score, score 153 or MATH 115 or MATH 118 or Precalculus AP Exam (AP65), score 5 or Calculus BC AP Exam (AP68), score 3 or Calculus AB AP Exam (AP66), score 2 or Calc AB Subscore AP Exm (AP69), score 2 or Pre-Calculus 2 (PC2), score 2.30 or ALEKS Math Placement Assessmnt, score 80- MATH 115 Precalculus II
requires MATH 114 or Precalculus AP Exam (AP65), score 4 or ALEKS Math Placement Assessmnt, score 65- MATH 114 Precalculus I
requires MPT General - Scaled Score, score 153 or MPT - Advanced - Scaled Score, score 143 or ALEKS Math Placement Assessmnt, score 55 or MATH 112 or Precalculus AP Exam (AP65), score 3 or College Algebra (CA), score 1.70 or Pre-Calculus 1 (PC1), score 1.70 (continues on its page)
- MATH 114 Precalculus I
- MATH 118 Accelerated Precalculus
requires MPT General - Scaled Score, score 158 or MPT - Advanced - Scaled Score, score 149 or Precalculus AP Exam (AP65), score 4 or Calculus AB AP Exam (AP66), score 2 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 2 or ALEKS Math Placement Assessmnt, score 70
- MATH 115 Precalculus II
- MATH 134 Calculus I Honors
requires MATH 115 (minimum grade A) or MATH 118 (minimum grade A) or Math Placement - Advanced 2, score 20 or Precalculus AP Exam (AP65), score 5
- MATH 124 Calculus and Analytic Geometry I
- MATH 135 Calculus II Honors
- MATH 138 Accelerated Calculus
requires Calculus AB AP Exam (AP66), score 4 or Calculus BC AP Exam (AP68), score 3 or Calc AB Subscore AP Exm (AP69), score 4 or (Calculus BC AP Exam (AP68), score 2 and Calc AB Subscore AP Exm (AP69), score 3)
- MATH 125 Calculus and Analytic Geometry II
- MATH 341 Probability and Statistical Inference
requires MATH 125 or MATH 135 or MATH 138
- MATH 204 Elementary Linear Algebra
From Banner's catalog for Spring 2027. Banner lists only the requisites it enforces, so check the catalog entry too.
Required by (0)
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Syllabi and course websites
None listed yet.
Instructors
| Instructor | Sections | Terms |
|---|---|---|
| Hutchinson, Brian | 6 | Winter 2021 to Winter 2027 |
Every offering in the listed terms (6 sections)
| Term | Sec | CRN | Type | Meets | Instructor | Enrolled | Delivery |
|---|---|---|---|---|---|---|---|
| Winter 2027 | 0 | 12289 | Lecture | MTWF 12:00pm-12:50pm · KB 307 | Hutchinson, Brian | 0/20 | Face to Face Instruction |
| Winter 2026 | 0 | 12654 | Lecture | TR 12:00pm-1:40pm · AW 204 | Hutchinson, Brian | 16/15 | Face to Face Instruction |
| Winter 2025 | 0 | 13444 | Lecture | TR 2:00pm-3:40pm · CF 420 | Hutchinson, Brian | 13/12 | Face to Face Instruction |
| Spring 2023 | 0 | 23016 | Lecture | TR 10:00am-11:40am · CF 420 | Hutchinson, Brian | 10/9 | Face to Face Instruction |
| Spring 2022 | 0 | 23583 | Lecture | MTWF 2:00pm-2:50pm · CF 420 | Hutchinson, Brian | 15/15 | Face to Face Instruction |
| Winter 2021 | 0 | 13614 | Lecture | MTWF 12:00pm-12:50pm · REMOTE SYNC | Hutchinson, Brian | 12/10 | Face to Face Instruction |