Elective Courses

This is a list of elective courses for all the Program Tracks. Other pages of interest may be as follows.

• Common Courses

• Core Area Courses (for Option 1 Track only)

Elective courses

An elective course is any graduate level course offered in any of the implementing units such as in the following list may be considered as an elective. This list is based on the currently-available courses offered in the three units. The inclusion of 200-level courses in this list is consistent with the existing practice of using 200-level numbering in the allowed courses for Ph.D. programs currently implemented in UP Diliman.

Note that this is not an exhaustive list. In fact, any creditable graduate-level course from any or outside of the implementing units endorsed by the Program Adviser and the Graduate Committee of the implementing unit and approved by the Data Science Graduate Committee may be considered as Elective and added to the list of options under Electives.

1. CS 242 (Data Visualization) [prereq: COI]

2. CS 270 (Advanced Database Systems) [prereq: CS 165/equiv]

3. CS 282 (Computer Vision) [prereq: COI]

4. CS 289 (Digital Image Processing) [prereq: COI]

5. CS 294 (Advanced Topics in Computational Science) [prereq: COI]

6. CS 297 (Special Topics) [prereq: COI]

7. CS 298 (Special Problem) [prereq: completion 12 units]

8. CS 315 (Algorithms in Bioinformatics) [prereq: CS 135/COI]

9. CS 334 (Computational Systems Biology) [prereq: COI]

10. CS 380 (Computational Intelligence 1 - Evolutionary Computation) [CS 253/COI]

11. CS 381 (Computational Intelligence 2) [CS 280/COI]

12. EE 236 (Principles of Robotics) [prereq: COI]

13. EE 237 (Advanced Robotics) [prereq: ECE 131]

14. EE 238 Mobile Robotics (to be renamed "Autonomous Learning Machines”) [prereq: COI]

15. EE 330 (Optimal Control) [prereq: EE 212]

16. EE 274 (Digital Signal Processing) [prereq: EEE 35/equiv]

17. IE 231 (Analysis of Production Systems) [Coreq IE 241]

18. IE 241 (Operations Research 1) [prereq: IE 214 or COI]

19. IE 242 (Operations Research 2) [prereq: IE 230 or COI]

20. IE 271 (Information Systems Engineering) [prereq: COI]

21. IE 272 (Data Engineering) [prereq: COI]

22. IE 273 (Analytics Systems Engineering) [prereq: COI]

23. IE 281 (Systems Simulation) [prereq: IE 230 and ES 26 or equiv]

24. Math 222 (Approximation Theory) [prereq: Math 220.1/COI]

25. Math 227 (Calculus of Variations) [prereq: COI]

26. Math 235 (Mathematics in Population Biology) [prereq: Math 122/COI]

27. Math 236 (Mathematics in Biological Processes) [prereq: COI]

28. Math 250 (Probability Theory) [prereq: Math 220.1/COI]

29. Math 265 (Stochastic Calculus) [prereq: Math 150.1/COI]

30. Math 266 (Mathematical Finance) [prereq: Math 265/COI]

31. Math 271.2 (Numerical Analysis II) [prereq: Math 271.1/COI]

32. Math 280 (Linear Programming) [prepreq: COI]

33. Math 281 (Nonlinear Programming) [prereq: COI]

34. Math 285 (Introduction to Stochastic Optimization [prereq: Math 40, Math 150.1]

35. Math 286 (Finite Graphs and Networks) [prereq: Math 285/COI]

36. Math 288 (Numerical Optimization) [prereq: Math 171.1/COI]

37. Physics 305 (Special topics in Theoretical Physics) [prereq: COI]

38. Physics 251 (Statistical Physics I) [prereq: Physics 151]

39. Physics 252 (Statistical Physics II) [prereq: Physics 251]

40. Stat 218 (Statistical Machine Learning) [prereq: Stat 217/equiv]

41. Stat 219 (Advanced Topics in Machine Learning) [prereq: Stat 218/COI]

42. Stat 227 (Knowledge Discovery in Data) [coreq: Stat 218/equiv]

43. Stat 240 (High Dimensional Data) [prereq: Stat 218/223/233/equi/COI, Stat 217/226/equiv/COI]

44. Stat 241 (Nonlinear Regression) [prereq: Stat 218/223/233/equiv/COI]

45. Stat 245 (Survival Analysis) [Stat 207/222/232/equiv/COI]

46. Stat 247 (Data Mining and Business Intelligence) [prereq: COI]

47. Stat 249 (Nonparametric Modeling) [prereq: Stat 207/222/232/equiv/ COI, Stat 218/223/233/equiv/COI]

48. Stat 260 (Quantitative Risk Management) [Stat 218/223/233/equiv/COI, Stat 225/equiv/COI]

49. Stat 263 (Bayesian Analysis) [prereq: Stat 207/222/232/equiv/COI]

50. Stat 268 (Advanced Time Series Analysis) [Stat 218/223/233/equiv/ COI, Stat 225/equiv/COI]

51. Stat 269 (Advanced Categorical Data Analysis) [prereq: Stat 207/243/ equiv/COI]

52. Stat 280 (Special Fields of Statistics) [prereq: COI]