Course Lists A - C for Bachelor of Science Data Science Subject Area

Data Science List A - Computing Science

• CMPUT 301 - Introduction to Software Engineering
• CMPUT 302 - Introduction to Human Computer Interaction
• CMPUT 304 - Algorithms II
• CMPUT 328 - Visual Recognition
• CMPUT 340 - Introduction to Numerical Methods
• CMPUT 361 - Introduction to Information Retrieval
• CMPUT 365 - Introduction to Reinforcement Learning
• CMPUT 391 - Database Management Systems
• CMPUT 461 - Introduction to Natural Language Processing
• CMPUT 463 - Probabilistic Graphical Models
• CMPUT 466 - Machine Learning Essentials
• CMPUT 467 - Machine Learning II (see Note 8)
• CMPUT 481 - Parallel and Distributed Systems (see Note 8)
• INT D 491 - Data Science Capstone

Data Science List B - Mathematics

• MATH 311 - Theory of Functions of a Complex Variable
• MATH 315 - Calculus IV
• MATH 317 - Honors Calculus IV
• MATH 325 - Linear Algebra III
• MATH 334 - Ordinary Differential Equations (see Note 10)
• MATH 336 - Honors Ordinary Differential Equations
• MATH 337 - Introduction to Partial Differential Equations
• MATH 356 - Introduction to Mathematical Finance I
• MATH 357 - Introduction to Mathematical Finance II
• MATH 371 - Mathematical Modelling in the Life Sciences
• MATH 372 - Mathematical Modelling
• MATH 381 - Numerical Methods
• MATH 408 - Computational Finance
• MATH 417 - Real Analysis
• MATH 432 - Intermediate Differential Equations
• MATH 471 - Markov Models
• MATH 498 - Mathematical Topics in Data Science (see Note 11)

Data Science List C - Statistics

• STAT 361 - Sampling Techniques
• STAT 368 - Introduction to Design and Analysis of Experiments
• STAT 378 - Applied Regression Analysis
• STAT 413 - Computing for Data Science
• STAT 432 - Survival Analysis
• STAT 437 - Applied Statistical Methods
• STAT 441 - Statistical Methods for Learning and Data Mining
• STAT 453 - Risk Theory
• STAT 479 - Time Series Analysis
• STAT 498 - Statistical Topics in Data Science (see Note 11)

Notes

8. Students taking CMPUT 467  must first successfully complete CMPUT 267 , which is not part of this course list and does not count toward program requirements involving this course list.
9. Students taking CMPUT 481  must first successfully complete CMPUT 229  and CMPUT 379 , which are not part of this course list and do not count toward program requirements involving this course list.
10. MATH 334  cannot be counted towards the course requirements in the Honors in Data Science, Honors in Data Science - Computing Option, Honors in Data Science - Mathematics Option, and Honors in Data Science - Statistics Option. Students in these programs are recommended to take MATH 336  instead of MATH 334 .
11. MATH 498  and STAT 498  can be taken multiple times.