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Program checklist · B.S.

Statistics and Machine Learning

Carnegie Mellon University · Pittsburgh, PA

A checklist is the list of requirements to complete this program and receive the award, as the college publishes it in its catalog. It is the same for everyone. It does not say what you have completed; that comes from applying your own record.

Program
Award
B.S.
Credential class
ceterms:BachelorDegree
Credits (computed from items)
877
Catalog edition
2026-2027
Checklist type
degree-program
Identifiers
IPEDS UNITID
211440
CourseShelf checklist
CK_211440_cf067202
CollegeTransfer.Net
Institution Transfer Profile
Source
CourseShelf publish 59

Requirements to complete

Every course or condition the catalog lists, in the catalog's order.

1. Mathematical Foundations (Prerequisites)51-64 units

1 item
  1. 21-090
    Precalculus
    Not resolved to a course
    10

Complete one of the following options:

2 items
  1. 21-111
    Differential Calculus
    Not resolved to a course
    10
  2. 21-112
    Integral Calculus
    Not resolved to a course
    10

OR

1 item
  1. 21-120
    Differential and Integral Calculus
    Not resolved to a course
    10

And one of the following four courses:

4 items
  1. 21-256
    Multivariate Analysis
    Not resolved to a course
    9
  2. 21-259
    Calculus in Three Dimensions
    Not resolved to a course
    10
  3. 21-266
    Vector Calculus using Matrix Algebra
    Not resolved to a course
    10
  4. 21-268
    Multidimensional Calculus
    Not resolved to a course
    11

And one of the following three courses:

4 items
  1. 21-240
    Matrix Algebra with Applications
    Not resolved to a course
    10
  2. 21-241
    Matrices and Linear Transformations
    Not resolved to a course
    11
  3. 21-242
    Matrix Theory
    Not resolved to a course
    11
  4. 21-127
    Concepts of Mathematics *
    Not resolved to a course
    12

2. Data Analysis36 units

7 items
  1. 36-200
    Reasoning with Data *
    Not resolved to a course
    9
  2. 36-220
    Engineering Statistics and Quality Control
    Not resolved to a course
    9
  3. 36-202
    Methods for Statistics & Data Science *
    Not resolved to a course
    9
  4. 36-290
    Introduction to Statistical Research Methodology
    Not resolved to a course
    9
  5. 36-303
    Sampling, Survey and Society
    Not resolved to a course
    9
  6. 36-309
    Experimental Design for Behavioral & Social Sciences
    Not resolved to a course
    9
  7. 36-315
    Statistical Graphics and Visualization
    Not resolved to a course
    9

*Must take prior to 36-401 or will need to take an additional Advanced Data Analysis Elective

electives · 42 items
  1. 36-311
    Statistical Analysis of Networks
    Not resolved to a course
    9
  2. 36-313
    Statistics of Inequality and Discrimination
    Not resolved to a course
    9
  3. 36-318
    Introduction to Causal Inference
    Not resolved to a course
    9
  4. 36-396
    Tartan Athletics Analytics
    Not resolved to a course
    9
  5. 36-460
    Special Topics: Sports Analytics
    Not resolved to a course
    9
  6. 36-461
    Special Topics: Statistical Methods in Epidemiology
    Not resolved to a course
    9
  7. 36-462
    Special Topics: Statistical Machine Learning
    Not resolved to a course
    9
  8. 36-463
    Special Topics: Multilevel and Hierarchical Models
    Not resolved to a course
    9
  9. 36-464
    Special Topics: Psychometrics: A Statistical Modeling Approach
    Not resolved to a course
    9
  10. 36-465
    Special Topics: Conceptual Foundations of Statistical Learning
    Not resolved to a course
    9
  11. 36-466
    Special Topics: Statistical Methods in Finance
    Not resolved to a course
    9
  12. 36-467
    Special Topics: Data over Space & Time
    Not resolved to a course
    9
  13. 36-468
    Special Topics: Text Analysis
    Not resolved to a course
    9
  14. 36-469
    Special Topics: Statistical Genomics and High Dimensional Inference
    Not resolved to a course
    9
  15. 36-470
    Special Topics: Statistical Methods in Health Sciences
    Not resolved to a course
    9
  16. 36-471
    Special Topics: Time Series
    Not resolved to a course
    9
  17. 36-472
    Special Topics: Computational Statistical Methods in Life Sciences
    Not resolved to a course
    9
  18. 36-473
    Special Topics: Statistical Principles of Generative AI
    Not resolved to a course
    9
  19. 36-490
    Undergraduate Research
    Not resolved to a course
    9
  20. 36-493
    Sports Analytics Capstone
    Not resolved to a course
    9
  21. 36-497
    Corporate Capstone Project
    Not resolved to a course
    9
  22. 36-311
    Statistical Analysis of Networks
    Not resolved to a course
    9
  23. 36-313
    Statistics of Inequality and Discrimination
    Not resolved to a course
    9
  24. 36-318
    Introduction to Causal Inference
    Not resolved to a course
    9
  25. 36-396
    Tartan Athletics Analytics
    Not resolved to a course
    9
  26. 36-460
    Special Topics: Sports Analytics
    Not resolved to a course
    9
  27. 36-461
    Special Topics: Statistical Methods in Epidemiology
    Not resolved to a course
    9
  28. 36-462
    Special Topics: Statistical Machine Learning
    Not resolved to a course
    9
  29. 36-463
    Special Topics: Multilevel and Hierarchical Models
    Not resolved to a course
    9
  30. 36-464
    Special Topics: Psychometrics: A Statistical Modeling Approach
    Not resolved to a course
    9
  31. 36-465
    Special Topics: Conceptual Foundations of Statistical Learning
    Not resolved to a course
    9
  32. 36-466
    Special Topics: Statistical Methods in Finance
    Not resolved to a course
    9
  33. 36-467
    Special Topics: Data over Space & Time
    Not resolved to a course
    9
  34. 36-468
    Special Topics: Text Analysis
    Not resolved to a course
    9
  35. 36-469
    Special Topics: Statistical Genomics and High Dimensional Inference
    Not resolved to a course
    9
  36. 36-470
    Special Topics: Statistical Methods in Health Sciences
    Not resolved to a course
    9
  37. 36-471
    Special Topics: Time Series
    Not resolved to a course
    9
  38. 36-472
    Special Topics: Computational Statistical Methods in Life Sciences
    Not resolved to a course
    9
  39. 36-473
    Special Topics: Statistical Principles of Generative AI
    Not resolved to a course
    9
  40. 36-490
    Undergraduate Research
    Not resolved to a course
    9
  41. 36-493
    Sports Analytics Capstone
    Not resolved to a course
    9
  42. 36-497
    Corporate Capstone Project
    Not resolved to a course
    9

3. Probability Theory and Statistical Theory18 units

2 items
  1. 36-235
    Probability and Statistical Inference I *
    Not resolved to a course
    9
  2. 36-236
    Probability and Statistical Inference II **
    Not resolved to a course
    9

4. Statistical Computing9 units

1 item
  1. 36-350
    Statistical Computing
    Not resolved to a course
    9

5. Modern Regression and Advanced Methodology18 UNITS

2 items
  1. 36-401
    Modern Regression
    Not resolved to a course
    9
  2. 36-402
    Advanced Methods for Data Analysis
    Not resolved to a course
    9

6. Machine Learning/Computer Science57-60 units

23 items
  1. 15-112
    Fundamentals of Programming and Computer Science
    Not resolved to a course
    or: 02-120 Programming for Scientists
    12
  2. 15-122
    Principles of Imperative Computation
    Not resolved to a course
    12
  3. 15-351
    Algorithms and Advanced Data Structures
    Not resolved to a course
    or: 15-451 Algorithm Design and Analysis
    12
  4. 10-301
    Introduction to Machine Learning
    Not resolved to a course
    or: 07-280 Artificial Intelligence and Machine Learning I
    12
  5. 05-434
    Machine Learning in Practice
    Not resolved to a course
    12
  6. 07-380
    Artificial Intelligence and Machine Learning II ***
    Not resolved to a course
    12
  7. 10-403
    Deep Reinforcement Learning & Control
    Not resolved to a course
    12
  8. 10-703
    Deep Reinforcement Learning & Control *
    Not resolved to a course
    12
  9. 10-405
    Machine Learning with Large Datasets (Undergraduate)
    Not resolved to a course
    12
  10. 10-605
    Machine Learning with Large Datasets *
    Not resolved to a course
    12
  11. 10-417
    Intermediate Deep Learning
    Not resolved to a course
    12
  12. 10-418
    Machine Learning for Structured Data
    Not resolved to a course
    12
  13. 10-707
    Advanced Deep Learning *
    Not resolved to a course
    12
  14. 11-344
    Machine Learning in Practice
    Not resolved to a course
    12
  15. 11-411
    Natural Language Processing
    Not resolved to a course
    12
  16. 11-441
    Machine Learning with Graphs
    Not resolved to a course
    9
  17. 11-485
    Introduction to Deep Learning
    Not resolved to a course
    12
  18. 11-661
    Language and Statistics *
    Not resolved to a course
    12
  19. 15-386
    Neural Computation
    Not resolved to a course
    9
  20. 15-387
    Computational Perception
    Not resolved to a course
    9
  21. 16-311
    Introduction to Robotics
    Not resolved to a course
    12
  22. 16-385
    Computer Vision
    Not resolved to a course
    12
  23. 16-720
    Computer Vision *
    Not resolved to a course
    12

*PhD level ML course as approved by Statistics advisor

0 items

    ** Independent research with an ML faculty member as approved by Statistics Advisor

    0 items

      *** 07-380 is a requirement for Artificial Intelligence minors and additional majors. Please double check with your advisor if there are any double counting policy concerns before using this course for this curriculum requirement.

      major core · 0 items

        ****This is not an exhaustive list. Please contact your Academic Advisor if there is a course you are considering taking that is not on this list.

        0 items
          Source. Carnegie Mellon University, catalog 2026-2027 — https://coursecatalog.web.cmu.edu/schools-colleges/dietrichcollegeofhumanitiesandsocialsciences/departmentofstatistics/statistics-machine-learning-bs/. Captured page pages/0030.html.gz. Assembled from the institution's published catalog as captured; every record names its captured page and source URL. Assembled, not asserted.