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Program checklist · Artificial Intelligence (MS)

Artificial Intelligence (MS)

Teachers College at Columbia University · New York, NY

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
Artificial Intelligence (MS)
Credential class
ceterms:MasterDegree
CIP
27.0304
Catalog edition
2026
Checklist type
degree-program
Identifiers
IPEDS UNITID
196468
CourseShelf checklist
CK_196468_027b8d14
CollegeTransfer.Net
Institution Transfer Profile
Source
CourseShelf publish 61

Requirements to complete

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

1. First semester: Artificial Intelligence course; choose 1, 3 credits:

2 items
  1. COMS W4701
    3.00
  2. IEOR E4010
    Artificial Intelligence for OR and FE
    As published: “Artificial Intelligence for OR and FE”

2. First semester: Machine Learning course; choose 1, 3 credits:

4 items
  1. COMS W4771
    3.00
  2. IEOR E4525
    3.00
  3. ELEN E4720
    3.00
  4. COMS W4721
    3.00

For students with documented machine learning coursework and prior approval from the MSAI advisors, the following courses may be used to satisfy this requirement:

4 items
  1. BMEN E4470
    3.00
  2. COMS W4776
    3.00
  3. ECBM E4040
    3.00
  4. IEOR E4742
    3.00

3. First or Second semester: NLP or Computer Vision: choose 1, 3 credits:

4 items
  1. COMS W4705
    3.00
  2. COMS W4731
    3.00
  3. COMS W4732
    3.00
  4. ELEN E4830
    3.00

4. Second semester: Ethical AI: choose 1, 3 credits:

3 items
  1. COMS W4710
    3.00
  2. ORCS E4201
    3.00
  3. ENGI E4000
    0.00

Complete 1 concentration from the list below (4 courses, 12 credits)

concentration · 0 items

    Capstone Project or Electives, 6 credits

    electives · 1 item
    1. ENGI E4698
      Artificial Intelligence Capstone Project
      Not resolved to a course

    Please see comprehensive electives lists below.

    electives · 0 items

      Columbia Engineering Electives

      electives · 63 items
      1. BMCS E4480
        3.00
      2. BMEN E4460
        3.00
      3. BMEN E4470
        3.00
      4. CBMF W4761
        3.00
      5. CHEN E4020
        3.00
      6. COMS E6998
        TOPICS IN COMPUTER SCIENCE
        As published: “TOPICS IN COMPUTER SCIENCE (Topic: High-Performance Machine Learning)”
        3.00
      7. COMS W4460
        3.00
      8. COMS W4706
        3
      9. COMS W4731
        3.00
      10. COMS W4732
        3.00
      11. COMS W4775
        3.00
      12. COMS W4776
        3.00
      13. COMS W4901
        1-3
      14. COMS W4995
        TOPICS IN COMPUTER SCIENCE
        As published: “TOPICS IN COMPUTER SCIENCE (Topic: Adv Tpcs Comp Security)”
        3.00
      15. COMS W4995
        TOPICS IN COMPUTER SCIENCE
        As published: “TOPICS IN COMPUTER SCIENCE (Topic: Data-Driven Design for Social Innovation)”
        3.00
      16. COMS W6113
        Not resolved to a course
      17. COMS W6975
        Advanced Topics in Natural Language Processing
        Not resolved to a course
      18. COMS W6998
        (Topic: Machine Learning and Climate)
        Not resolved to a course
      19. COMS W6998
        (Topic: Reinforcement Learning LLMs)
        Not resolved to a course
      20. CSEE W4121
        3.00
      21. EAEE E4000
        3.00
      22. ECBM E4040
        3.00
      23. EECS E4750
        3.00
      24. EECS E4764
        3.00
      25. EECS E6694
        3.00
      26. EECS E6699
        3.00
      27. EECS E6720
        3.00
      28. EECS E6870
        SPEECH RECOGNITION
        Not resolved to a course
      29. EECS E6892
        3.00
      30. EECS E6893
        3.00
      31. EECS E6894
        3.00
      32. EECS E6895
        3.00
      33. EECS E6981
        Not resolved to a course
      34. EECS E6991
        Not resolved to a course
      35. EECS E6992
        Not resolved to a course
      36. ELEN E4620
        Numerical Methods for Data Analysi
        As published: “Numerical Methods for Data Analysis”
      37. ELEN E4730
        3.00
      38. ELEN E4830
        3.00
      39. ELEN E6722
        Not resolved to a course
      40. ELEN E6820
        3.00
      41. ELEN E6876
        3.00
      42. ELEN E6885
        3
      43. ELEN E6908
        3.00
      44. IEOR E4011
        3.00
      45. IEOR E4018
        Not resolved to a course
      46. IEOR E4530
        3.00
      47. IEOR E4540
        3.00
      48. IEOR E4550
      49. IEOR E4650
        3.00
      50. IEOR E4703
        3.00
      51. IEOR E4704
        3.00
      52. IEOR E4737
        3.00
      53. IEOR E4742
        3.00
      54. IEOR E4998
        3.00
      55. IEOR E6529
        Not resolved to a course
      56. IEOR E6617
        3.00
      57. IEOR E8100
        3.00
      58. MECE E4611
        3.00
      59. MECE E4602
        3.00
      60. MECE E6615
      61. MEEC E6600
        Mathematics of Machine Learning
        As published: “Mathematics of Machine Learning, Signals, and Control”
      62. ORCS E4200
        3.00
      63. ORCS E4529
        3.00

      Columbia University Electives

      electives · 49 items
      1. ARTS AR6040
        Transformative Storytelling: Crafting Stories of Understanding in Conversation with Emerging Technologies
        Not resolved to a course
      2. BINF G4001
        (Section 001)
        Not resolved to a course
      3. BINF G4001
        (Section 002)
        Not resolved to a course
      4. BINF G4003
        SYMBOLIC AI IN HEALTH CARE
        Not resolved to a course
      5. BINF G4008
        Not resolved to a course
      6. BINF G4011
        ACCULTURATN TO MED ＆ CLIN INFO
        Not resolved to a course
      7. BINF G4013
        BIOLOGICAL SEQUENCE ANALYSIS
        Not resolved to a course
      8. BINF G4018
        Not resolved to a course
      9. BINF G4019
        Not resolved to a course
      10. BINF G5001
        Not resolved to a course
      11. BINF GU4008
        (Section 003)
        Not resolved to a course
      12. BIST P8105
        Data Science I
        Not resolved to a course
      13. BIST P8106
        Data Science II
        Not resolved to a course
      14. BIST P8119
        Advanced Statistical and Computational Methods in Genetics and Genomics
        Not resolved to a course
      15. BIST P8122
        Statistical Methods for Causal Inference
        Not resolved to a course
      16. BIST P8124
        Graphical Models for Complex Health Data
        Not resolved to a course
      17. BIST P8160
        Topics in Advanced Statistical Computing
        Not resolved to a course
      18. CEEN IA7330
        Artificial Intelligence and Climate Change
        Not resolved to a course
      19. DSPC IA7175
        Our AI Future
        Not resolved to a course
      20. EHSC P6351
        Introduction to Network Science
        Not resolved to a course
      21. EPID P8451
        Introduction to Machine Learning for Epidemiology and Public Health
        Not resolved to a course
      22. EPID P8477
        Epi Modeling for Infectious Diseases
        Not resolved to a course
      23. EHSC P6351
        Introduction to Network Science
        Not resolved to a course
      24. EHSC P8334
        Computational Toxicology
        Not resolved to a course
      25. EPID P8451
        Introduction to Machine Learning for Epidemiology and Public Health
        Not resolved to a course
      26. EPID P8477
        Epi Modeling for Infectious Diseases
        Not resolved to a course
      27. FILM AF6810
        Coding for Media Studies
        Not resolved to a course
      28. FILM AF8305
        DIGITAL STORY TELLING I: History and Theory of Interactivity
        Not resolved to a course
      29. FILM AF8310
        DIGITAL STORY TELLING II
        Not resolved to a course
      30. FILM AF8315
        Digital Storytelling III: Immersive Production
        Not resolved to a course
      31. FILM AF8316
        World-Building and Unbuilding
        Not resolved to a course
      32. FILM GU4045
        Augmented Creativity: practical uses of AI in storytelling, art and design
        Not resolved to a course
      33. FILM GU4951
        3.00
      34. ISDI IA7102
        Artificial Intelligence and Conflict Prevention
        Not resolved to a course
      35. SIPA IA6152
        Democracy and Democratic Erosion in the AI Era
        Not resolved to a course
      36. SIPA IA6670
        Artificial Intelligence in Public Policy
        Not resolved to a course
      37. STAT GR5241
        STATISTICAL MACHINE LEARNING
        Not resolved to a course
      38. STAT GR5242
        ADVANCED MACHINE LEARNING
        Not resolved to a course
      39. STAT GR5244
        Unsupervised Learning
        Not resolved to a course
      40. STAT GR5294
        Not resolved to a course
      41. STAT GR5701
        3.00
      42. STAT GR5702
        3.00
      43. STAT GR5703
        3.00
      44. STAT GR6701
        FOUNDATIONS OF GRAPHICL MODELS
        Not resolved to a course
      45. THEA AT6190
        CREATIVE CODING
        Not resolved to a course
      46. TPIN IA7006
        Digital Content Provenance: Path to Transparency ＆ Authenticity in the Generative AI World
        Not resolved to a course
      47. TPIN IA7015
        Viral Videos and Generative AI in a Changing World
        Not resolved to a course
      48. USRP IA7112
        Not resolved to a course
      49. VIAR AV5603
        AI ＆ PHOTOGRAPHY
        Not resolved to a course

      AI and Advanced Computing

      0 items

        Choose 4 graduate-level AI-related courses from computer science and AI from the approved elective pool (current offerings can be found on the MSAI program website)

        electives · 0 items

          AI Infrastructure

          0 items

            Choose 4 courses:

            9 items
            1. COMS E6424
              3.00
            2. CSEE W4868
              3.00
            3. EECS E4750
              3.00
            4. EECS E4764
              3.00
            5. ELEN E6772
              3.00
            6. ELEN E6908
              3.00
            7. EECS E6891
              3.00
            8. EECS E6692
              3.00
            9. EECS E6894
              3.00

            AI and Finance and Operations

            16 items
            1. IEOR E4564
              1.50
            2. IEOR E4577
              TOPICS IN OPERATIONS RESEARCH
              As published: “TOPICS IN OPERATIONS RESEARCH (Topic: AI Application Development Tools)”
              1.50
            3. IEOR E4577
              TOPICS IN OPERATIONS RESEARCH
              As published: “TOPICS IN OPERATIONS RESEARCH (Topic: Generative AI Recommendation Systems)”
              1.50
            4. IEOR E4577
              TOPICS IN OPERATIONS RESEARCH
              As published: “TOPICS IN OPERATIONS RESEARCH (AI Startup Fundamentals)”
              1.50
            5. ENGI E4999
              1.00-2.00
            6. IEOR E4742
              3.00
            7. IEOR E4418
              3.00
            8. IEOR E4530
              3.00
            9. ORCS E4200
              3.00
            10. IEOR E4650
              3.00
            11. IEOR E4737
              3.00
            12. IEOR E4703
              3.00
            13. IEOR E4011
              3.00
            14. IEOR E4108
              3.00
            15. IEOR E4704
              3.00
            16. ORCS E4529
              3.00

            Robotics and Perception

            10 items
            1. COMS W4731
              3.00
            2. COMS W4732
              3.00
            3. COMS W4733
              3.00
            4. MECE E4602
              3.00
            5. MECE E4611
              3.00
            6. MECE E6615
            7. MECE E6616
              ROBOT LEARNING
              Not resolved to a course
            8. ELEN E6908
              3.00
            9. EECS E4764
              3.00
            10. EEME E6911

            AI and UI/IX

            11 items
            1. COMS W4170
              3.00
            2. COMS W4172
              3.00
            3. COMS W4901
              1-3
            4. COMS W4995
              3.00
            5. COMS W4995
              3.00
            6. COMS E6173
              3.00
            7. COMS E6178
              3.00
            8. COMS E6998
              3.00
            9. COMS E6998
              3.00
            10. ENGI E4502
            11. IEME E4200
              3.00

            AI and Biomedical

            6 items
            1. BMEN E4420
              3.00
            2. BMEN E4460
              3.00
            3. BMEN E4470
              3.00
            4. BMCS E4480
              3.00
            5. BMCS E4575
              3.00
            6. ECBM E4060
              3.00

            AI and Health and Medicine

            0 items

              Take the following three mandatory classes:

              3 items
              1. BINF G4001
                Not resolved to a course
              2. BINF G4011
                ACCULTURATN TO MED ＆ CLIN INFO
                Not resolved to a course
              3. BINF GU4008
                (Section 003 Special Topics in Biomedical Informatics)
                Not resolved to a course

              Choose 1 course:

              5 items
              1. BINF G4003
                SYMBOLIC AI IN HEALTH CARE
                Not resolved to a course
              2. BINF G4008
                (Section 001 Special Topics in Biomedical Informatics )
                Not resolved to a course
              3. BINF G4008
                (Section 002 Special Topics in Biomedical Informatics)
                Not resolved to a course
              4. BINF GU4019
                Computational Epidemiology
                Not resolved to a course
              5. BINF GR5001
                Data Science for Mobile Health
                Not resolved to a course

              AI and Public Health

              0 items

                Choose 4 courses:

                10 items
                1. BIST P8105
                  Data Science I (Data Science I )
                  Not resolved to a course
                2. BIST P8106
                  Data Science II (Data Science II )
                  Not resolved to a course
                3. BIST P8124
                  Graphical Models for Complex Health Data (Graphical Models for Complex Health Data)
                  Not resolved to a course
                4. BIST P8160
                  Topics in Advanced Statistical Computing (Topics in Advanced Statistical Computin)
                  Not resolved to a course
                5. BIST P8122
                  Statistical Methods for Causal Inference (Statistical Methods for Causal Inference)
                  Not resolved to a course
                6. BIST P8119
                  Advanced Statistical and Computational Methods in Genetics and Genomics (Advanced Statistical and Computational Methods in Genetics and Genomics)
                  Not resolved to a course
                7. EHSC P6351
                  Introduction to Network Science (Introduction to Network Science)
                  Not resolved to a course
                8. EHSC P8334
                  Computational Toxicology (Computational Toxicology)
                  Not resolved to a course
                9. EPID P8451
                  Introduction to Machine Learning for Epidemiology and Public Health (Intro to Machine Learning for Epidemiology and Public Health )
                  Not resolved to a course
                10. EPID P8477
                  Epi Modeling for Infectious Diseases (Epidemiologic Modeling for Infectious Disease)
                  Not resolved to a course

                Statistical Foundation in AI

                8 items
                1. STAT GR5701
                  3.00
                2. STAT GR5702
                  3.00
                3. STAT GR5703
                  3.00
                4. STAT GR5241
                  STATISTICAL MACHINE LEARNING 1
                  Not resolved to a course
                5. STAT GR5242
                  ADVANCED MACHINE LEARNING
                  Not resolved to a course
                6. STAT GR5244
                  Unsupervised Learning
                  Not resolved to a course
                7. STAT GR6701
                  FOUNDATIONS OF GRAPHICL MODELS
                  Not resolved to a course
                8. STAT GR5294
                  (Topics in Machine Learning & Artificial )
                  Not resolved to a course

                AI and Arts, Creativity, and Media

                11 items
                1. COMS W4901
                  1-3
                2. FILM AF8305
                  DIGITAL STORY TELLING I: History and Theory of Interactivity
                  Not resolved to a course
                3. FILM AF8310
                  DIGITAL STORY TELLING II
                  Not resolved to a course
                4. FILM AF8315
                  Digital Storytelling III: Immersive Production
                  Not resolved to a course
                5. FILM AF8316
                  World-Building and Unbuilding
                  Not resolved to a course
                6. THEA AT6190
                  CREATIVE CODING
                  Not resolved to a course
                7. FILM AF6810
                  Coding for Media Studies
                  Not resolved to a course
                8. FILM GU4951
                  3.00
                9. VIAR AV5603
                  AI ＆ PHOTOGRAPHY
                  Not resolved to a course
                10. FILM GU4045
                  Augmented Creativity: practical uses of AI in storytelling, art and design
                  Not resolved to a course
                11. ARTS AR6040
                  Transformative Storytelling: Crafting Stories of Understanding in Conversation with Emerging Technologies
                  Not resolved to a course

                AI and Architecture and Urbanism

                7 items
                1. ARCH A4894
                  SPATIAL UX (Spatial UX )
                  Not resolved to a course
                2. ARCH A4988
                  CODING FOR SPATIAL PRACTICES (Coding for Spatial Practices )
                  Not resolved to a course
                3. ARCH A6968
                  SEEING WITH ALGORITHMS (Seeing with Algorithms )
                  Not resolved to a course
                4. ARCH A4845
                  GENERATIVE DESIGN (Generative Design)
                  Not resolved to a course
                5. ARCH A6956
                  SPATIAL AI (Spatial AI)
                  Not resolved to a course
                6. PLAN A6118
                  (Leveraging Data and AI for Real Estate Development )
                  Not resolved to a course
                7. PLAN A6113
                  EXPLORING URBAN DATA WITH MACHINE LEARNING (Exploring Urban Data with Machine Learning)
                  Not resolved to a course
                Source. Teachers College at Columbia University, catalog 2026 — https://bulletin.columbia.edu/columbia-engineering/academic-departments-programs/engineering/graduate-programs/ms-in-ai/. Captured page pages/0387.html.gz. Assembled from the institution's published catalog as captured; every record names its captured page and source URL. Assembled, not asserted.