Electives for the Minor in Machine Learning
List of suggested two-course sequences for the Minor in Machine Learning. Additional pairs may be allowed, but need to be approved by ML's Director of Undergraduate Studies.
In Artificial Intelligence:
- 15-381 Artificial Intelligence Representation and Problem Solving,
plus one of: - 15-887 Planning, Execution, and Learning
15-892 Foundations of Electronic Marketplaces
15-589 Independent Study in Artificial Intelligence
In Bioinformatics:
- 02-510 Computational Genomics , plus 03-511 Computational Molecular Biology and Genomics
or - 02-530 Cell and Systems Modeling, plus 03-512 Computational Methods for Bio modeling and Simulation
In Computation, Organizations and Society:
- 08-801 Dynamic Network Analysis,
plus - 08-810 Computational Modeling of Complex Socio-Technical Systems
In Computer Vision:
- 15-385 Computer Vision,
plus one of: - 16-725 Methods in Medical Image Analysis
16-824 Physics-based Methods in Vision
16-823 Physics based Methods in Computer Vision
15-862 Computational Photography
In Language Technologies:
- 11-411 Natural Language Processing,
plus one of:
- 11-755 ML for Signal Processing
11-761 Language and Statistics
11-762 Language and Statistics II
11-731 Machine Translation
11-741 Information Retrieval
11-748 Information Extraction
11-751 Speech Recognition
11-763 Structured Prediction for Language and Other Discrete Data
11-773 Text-Driven Forecasting
In Neural Cognition: any two of the following (in any order):
- 15-386/686 Neural Computation
- 85-419/719 Introduction to Parallel Distributed Processing
- 42-595 Neural Data Analysis
- 36-759 Statistical Models of the Brain
- 18-699/42-590 Neural Signal Processing
- 15-883 Computational Models of Neural Systems
In Public Policy:
- 10-830 Research Seminar in Machine Learning and Policy (6 units)
plus - 10-831 Special Topics in Machine Learning and Policy (6 units)
In Robotics:
- 16-311 Introduction to Robotics,
plus one of: - 16-831 Statistical Techniques in Robotics
16-745 Dynamic Optimization
16-899C Adaptive Control and Reinforcement Learning
Double Counting Restrictions:
Any course in the Machine Learning minor, other than the pre-requisites, may not be counted towards another SCS minor.
