Stanford University

AI Concentration: Approved Courses

Use the dropdown below to find courses in each concentration area offered in the current academic year.

For the Stanford Community, please see the full list of requirements for the AI Concentration.

Title
Quarter
Day, Time, Location
BIOMEDIN 210
Modeling Biomedical Systems (CS 270)
Tagged for: AI - Additional topics | Biomed - Computational and Design Methods | Biomed - Integrative Requirement | AI - Contingent Electives
2021 - 2022
Winter
Monday Wednesday Friday
3:15 PM
4:45 PM
BIOMEDIN 210
Modeling Biomedical Systems (CS 270)
Tagged for: AI - Additional topics | Biomed - Computational and Design Methods | Biomed - Integrative Requirement | AI - Contingent Electives
2021 - 2022
Spring
Saturday
12:45 PM
2:15 PM
BIOMEDIN 214
Representations and Algorithms for Computational Molecular Biology (BIOE 214, CS 274, GENE 214)
Tagged for: AI - Additional topics | AI - Contingent Electives
2021 - 2022
Autumn
Tuesday Thursday
4:30 PM
5:50 PM
COMM 324
Language and Technology
Tagged for: MediaComm - Integrative Requirement | NL - Integrative Requirement | HCI - Integrative Requirement | Advanced Small Seminar | AI - Integrative Requirement
2021 - 2022
Autumn
Wednesday
2:45 PM
5:45 PM
COMM 326
Advanced Topics in Human Virtual Representation
Tagged for: HCI - Social and psychological aspects | Biomed - Integrative Requirement | CSS - Integrative Requirement | MediaComm - Integrative Requirement | HAI - Augmenting Human Capabilities | AI - Integrative Requirement | CogSci - Integrative Requirement | HCI - Integrative Requirement | Advanced Small Seminar | Learn - Integrative Requirement
2021 - 2022
Autumn
Friday
2:45 PM
5:45 PM
CS 107
Computer Organization and Systems
Tagged for: CoFo - Computer Systems I | AI - Programming | CogSci - Research Methods
2021 - 2022
Autumn
Monday Friday
1:30 PM
3:00 PM
CS 107
Computer Organization and Systems
Tagged for: CoFo - Computer Systems I | AI - Programming | CogSci - Research Methods
2021 - 2022
Winter
Monday Friday
11:30 AM
1:00 PM
CS 107
Computer Organization and Systems
Tagged for: CoFo - Computer Systems I | AI - Programming | CogSci - Research Methods
2021 - 2022
Spring
Monday Friday
1:30 PM
3:00 PM
CS 107E
Computer Systems from the Ground Up
Tagged for: CoFo - Computer Systems I | AI - Programming
2021 - 2022
Autumn
Monday Friday
1:30 PM
3:00 PM
CS 107E
Computer Systems from the Ground Up
Tagged for: CoFo - Computer Systems I | AI - Programming
2021 - 2022
Winter
Monday
11:30 AM
1:00 PM
CS 107E
Computer Systems from the Ground Up
Tagged for: CoFo - Computer Systems I | AI - Programming
2021 - 2022
Spring
Monday Wednesday
3:15 PM
4:45 PM
CS 131
Computer Vision: Foundations and Applications
Tagged for: AI - Robotics and vision | Neuro - Biological and computational approaches to vision | CogSci-Perception | HAI - Intelligence | AI - Integrative Requirement | CogSci - Cognitive Science Depth | CogSci - Integrative Requirement | Neuro - Biological and Computational Approaches to Vision | Neuro - Integrative Requirement
2021 - 2022
Autumn
Tuesday Thursday
1:30 PM
3:00 PM
CS 182
Ethics, Public Policy, and Technological Change (COMM 180, ETHICSOC 182, PHIL 82, POLISCI 182, PUBLPOL 182)
Tagged for: DMR- Practical Tools and Applications | CoFo - Integrative Requirement | CSS - Integrative Requirement | MediaComm - Effects, Ethics, and Policy | MediaComm - Integrative Requirement | HAI - Digital Technology Ethics and Policy | AI - Integrative Requirement | CogSci - Integrative Requirement | HCI - Integrative Requirement | PhiFo - Integrative Requirement | DMAR - Methods and Applications | DMAR - Integrative Requirement | Learn - Integrative Requirement
2021 - 2022
Winter
Monday Wednesday Friday
1:30 PM
3:00 PM
CS 221
Artificial Intelligence: Principles and Techniques
Tagged for: NL - Mathematical/Computational Foundations | HAI - Intelligence | HAI - Integrative Requirement | NL - Integrative Requirement | AI - Introduction | CogSci - Integrative Requirement | Neuro - Integrative Requirement | Learn - Computational Learning | Learn - Integrative Requirement
2021 - 2022
Autumn
Monday Wednesday
1:30 PM
3:00 PM
CS 221
Artificial Intelligence: Principles and Techniques
Tagged for: NL - Mathematical/Computational Foundations | HAI - Intelligence | HAI - Integrative Requirement | NL - Integrative Requirement | AI - Introduction | CogSci - Integrative Requirement | Neuro - Integrative Requirement | Learn - Computational Learning | Learn - Integrative Requirement
2021 - 2022
Spring
Monday Wednesday
1:30 PM
3:00 PM
CS 223A
Introduction to Robotics (ME 320)
Tagged for: AI - Robotics and vision | HAI - Intelligence | HAI - Integrative Requirement | AI - Artificial Intelligence Depth | Neuro - Computational approaches
2021 - 2022
Winter
Tuesday Thursday
11:30 AM
1:00 PM
CS 224N
Natural Language Processing with Deep Learning (LINGUIST 284, SYMSYS 195N)
Tagged for: AI - NLP | NL - Computational Linguistics | Learning - Computational learning | CogSci- Language | CSS - Computational Data Methods | HAI - Intelligence | AI - Artificial Intelligence Depth | CogSci - Cognitive Science Depth | Learn - Computational Learning
2021 - 2022
Winter
Tuesday Thursday
3:15 PM
4:45 PM
CS 224S
Spoken Language Processing (LINGUIST 285)
Tagged for: AI - NLP | NL - Computational Linguistics | AI - Artificial Intelligence Depth
2021 - 2022
Spring
Tuesday Thursday
5:30 PM
6:30 PM
CS 224U
Natural Language Understanding (LINGUIST 188, LINGUIST 288, SYMSYS 195U)
Tagged for: AI - NLP | NL - Computational Linguistics | AI - Artificial Intelligence Depth
2021 - 2022
Spring
Monday Wednesday
3:15 PM
4:45 PM
CS 224W
Machine Learning with Graphs
Tagged for: AI - Learning | CSS - Computational Data Methods | CSS - Integrative Requirement | MaFo - Integrative Requirement | MediaComm - Integrative Requirement | AI - Artificial Intelligence Depth
2021 - 2022
Autumn
Tuesday Thursday
1:30 PM
3:00 PM
CS 227B
General Game Playing
Tagged for: AI - Additional topics | AppLog - Integrative Requirement | AI - Contingent Electives | CogSci - Cognitive Science Depth | CogSci - Integrative Requirement
2021 - 2022
Spring
Wednesday
4:00 PM
6:00 PM
CS 228
Probabilistic Graphical Models: Principles and Techniques
Tagged for: AI - Knowledge | DMR- Practical Tools and Applications | Learning - Computational learning | CSS - Computational Data Methods | MaFo - Integrative Requirement | AppLog - Integrative Requirement | AI - Artificial Intelligence Depth | CogSci - Cognitive Science Depth | CogSci - Integrative Requirement | Neuro - Integrative Requirement | DMAR - Methods and Applications | DMAR - Integrative Requirement | Learn - Computational Learning | Learn - Integrative Requirement
2021 - 2022
Winter
Tuesday Thursday
9:45 AM
11:15 AM
CS 229
Machine Learning (STATS 229)
Tagged for: AI - Learning | NL - Mathematical/Computational Foundations | Learning - Computational learning | CogSci-Higher Cognition | CSS - Computational Data Methods | MaFo - Integrative Requirement | MediaComm - Statistical and Data Analysis Methods | HAI - Intelligence | HAI - Integrative Requirement | AI - Artificial Intelligence Depth | CogSci - Research Methods | CogSci - Integrative Requirement | Neuro - Computational approaches | Neuro - Integrative Requirement | Learn - Computational Learning | Learn - Integrative Requirement
2021 - 2022
Autumn
Tuesday Thursday
9:45 AM
11:15 AM
CS 229
Machine Learning (STATS 229)
Tagged for: AI - Learning | NL - Mathematical/Computational Foundations | Learning - Computational learning | CogSci-Higher Cognition | CSS - Computational Data Methods | MaFo - Integrative Requirement | MediaComm - Statistical and Data Analysis Methods | HAI - Intelligence | HAI - Integrative Requirement | AI - Artificial Intelligence Depth | CogSci - Research Methods | CogSci - Integrative Requirement | Neuro - Computational approaches | Neuro - Integrative Requirement | Learn - Computational Learning | Learn - Integrative Requirement
2021 - 2022
Spring
Monday Wednesday
3:15 PM
4:45 PM
CS 229
Machine Learning (STATS 229)
Tagged for: AI - Learning | NL - Mathematical/Computational Foundations | Learning - Computational learning | CogSci-Higher Cognition | CSS - Computational Data Methods | MaFo - Integrative Requirement | MediaComm - Statistical and Data Analysis Methods | HAI - Intelligence | HAI - Integrative Requirement | AI - Artificial Intelligence Depth | CogSci - Research Methods | CogSci - Integrative Requirement | Neuro - Computational approaches | Neuro - Integrative Requirement | Learn - Computational Learning | Learn - Integrative Requirement
2021 - 2022
Summer
Monday Wednesday Friday
5:30 PM
6:30 PM
CS 229M
Machine Learning Theory (STATS 214)
Tagged for: AI - Integrative Requirement | CogSci - Cognitive Science Depth | Learn - Computational Learning | Learn - Integrative Requirement | MaFo - Applied Mathematics and Statistics | MaFo - Integrative Requirement
2021 - 2022
Autumn
Monday Wednesday
3:15 PM
4:45 PM
CS 231A
Computer Vision: From 3D Reconstruction to Recognition
Tagged for: AI - Robotics and vision | Neuro - Biological and computational approaches to vision | CogSci-Perception | AI - Artificial Intelligence Depth | CogSci - Cognitive Science Depth | CogSci - Integrative Requirement | Neuro - Biological and Computational Approaches to Vision | Neuro - Integrative Requirement | Learn - Integrative Requirement
2021 - 2022
Winter
Monday Wednesday
11:30 AM
1:00 PM
CS 231N
Deep Learning for Computer Vision
Tagged for: AI - Robotics and vision | Neuro - Biological and computational approaches to vision | AI - Artificial Intelligence Depth | Neuro - Biological and Computational Approaches to Vision
2021 - 2022
Spring
Tuesday Thursday
1:30 PM
3:00 PM
CS 234
Reinforcement Learning
Tagged for: AI - Learning | AI - Robotics and vision | DMR- Methodological Foundations | Learning - Computational learning | CogSci- Neuroscience | AI - Artificial Intelligence Depth | CogSci - Cognitive Science Depth | CogSci - Integrative Requirement | Neuro - Integrative Requirement | DMAR - Methods and Applications | DMAR - Integrative Requirement | Learn - Computational Learning | Learn - Integrative Requirement
2021 - 2022
Winter
Tuesday Thursday
11:30 AM
1:00 PM
CS 236
Deep Generative Models
Tagged for: AI - Learning | Learning - Computational learning | AI - Contingent Electives | Learn - Computational Learning
2021 - 2022
Autumn
Wednesday Friday
11:30 AM
1:00 PM
CS 238
Decision Making under Uncertainty (AA 228)
Tagged for: AI - Knowledge | DMR- Practical Tools and Applications | CSS - Computational Data Methods | HAI - Integrative Requirement | AI - Artificial Intelligence Depth | CogSci - Cognitive Science Depth | CogSci - Integrative Requirement | DMAR - Methods and Applications | DMAR - Integrative Requirement
2021 - 2022
Autumn
Monday Wednesday
1:30 PM
3:00 PM
CS 246
Mining Massive Data Sets
Tagged for: AI - Learning | CSS - Computational Data Methods | CSS - Integrative Requirement | MaFo - Integrative Requirement | AI - Contingent Electives
2021 - 2022
Winter
Tuesday Thursday
1:30 PM
3:00 PM
CS 325B
Data for Sustainable Development (EARTHSYS 162, EARTHSYS 262)
Tagged for: AI - Learning | DMR- Practical Tools and Applications | Learning - Computational learning | Biomed - Integrative Requirement | CSS - Integrative Requirement | MaFo - Integrative Requirement | HAI - Augmenting Human Capabilities | HAI - Integrative Requirement | AI - Integrative Requirement | CogSci - Integrative Requirement | Advanced Small Seminar | DMAR - Methods and Applications | DMAR - Integrative Requirement | Learn - Computational Learning
2021 - 2022
Autumn
Tuesday
1:30 PM
4:30 PM
CS 329D
Machine Learning Under Distributional Shifts
Tagged for: AI - Integrative Requirement
2021 - 2022
Autumn
Monday Wednesday
3:15 PM
4:45 PM
CS 330
Deep Multi-task and Meta Learning
Tagged for: AI - Contingent Electives
2021 - 2022
Autumn
Monday Wednesday
11:30 AM
1:00 PM
CS 348I
Computer Graphics in the Era of AI
Tagged for: AI - Contingent Electives
2021 - 2022
Autumn
Monday Wednesday
1:30 PM
3:00 PM
CS 348K
Visual Computing Systems
Tagged for: AI - Robotics and vision | AI - Contingent Electives
2021 - 2022
Spring
Tuesday Thursday
1:30 PM
3:00 PM
LINGUIST 180
From Languages to Information (CS 124, LINGUIST 280)
Tagged for: HCI - Programming | CogSci- Language | CSS - Computational Data Methods | HAI - Integrative Requirement | NL - Integrative Requirement | AI - Integrative Requirement | CogSci - Research Methods | CogSci - Cognitive Science Depth | CogSci - Integrative Requirement | Learn - Computational Learning | Learn - Integrative Requirement
2021 - 2022
Autumn
Tuesday Thursday
3:15 PM
4:45 PM
MS&E 135
Networks
Tagged for: AI - Additional topics | HCI - Social and psychological aspects | CSS - Social Behavior | MediaComm - Research Methods | MediaComm - Effects, Ethics, and Policy | AI - Contingent Electives | HCI - Contingent Electives | DMAR - Methods and Applications
2021 - 2022
Winter
Monday Wednesday
9:45 AM
11:15 AM
MS&E 234
Data Privacy and Ethics
Tagged for: AI - Learning | HCI - Social and psychological aspects | DMR- Philosophical Inquiry | Learning - Computational learning | CSS - Integrative Requirement | CSS - Contingent Electives | MediaComm - Effects, Ethics, and Policy | HAI - Human Impact | AI - Contingent Electives | HCI - Contingent Electives | DMAR - Philosophical Inquiry | Learn - Computational Learning
2021 - 2022
Winter
Monday Friday
12:15 PM
1:15 PM
MUSIC 220B
Compositional Algorithms, Psychoacoustics, and Computational Music
Tagged for: AI - Additional topics | CM | CoMu - Computer-Generated Music II | AI - Contingent Electives
2021 - 2022
Winter
Monday Wednesday
3:15 PM
5:15 PM
MUSIC 220C
Research Seminar in Computer-Generated Music
Tagged for: AI - Additional topics | CM- Electives | HAI - Augmenting Human Capabilities | CoMu - Integrative Requirement | AI - Integrative Requirement | AI - Contingent Electives | CogSci - Integrative Requirement | Advanced Small Seminar
2021 - 2022
Spring
Tuesday Thursday
11:30 AM
1:00 PM
PHIL 20N
Philosophy of Artificial Intelligence
Tagged for: AI - Additional topics | Philosophical Foundations 4 | HAI - Contingent Electives | AI - Contingent Electives | PhiFo - Philosophy of Science | CoFo - Contingent Electives
2021 - 2022
Winter
Tuesday Thursday
1:30 PM
3:00 PM
PHIL 359
Logic Spring Seminar
Tagged for: AL- Advanced | DMR- Philosophical Inquiry | DMR- Formal Decisions Theories | CoFo - Integrative Requirement | CSS - Integrative Requirement | MaFo - Integrative Requirement | HAI - Integrative Requirement | NL - Integrative Requirement | AppLog - Integrative Requirement | AI - Integrative Requirement | CogSci - Integrative Requirement | Advanced Small Seminar | PhiFo - Logic | PhiFo - Integrative Requirement | DMAR - Philosophical Inquiry | DMAR - Formal Decision Theories | DMAR - Integrative Requirement
2021 - 2022
Spring
Thursday
2:45 PM
4:45 PM
PSYCH 164
Brain decoding
Tagged for: CogSci- Cognitive Neuroscience | CogSci- Neuroscience | HAI - Integrative Requirement | AI - Integrative Requirement | CogSci - Research Methods | CogSci - Cognitive Science Depth | CogSci - Integrative Requirement | Neuro - Computational approaches | Neuro - Integrative Requirement
2021 - 2022
Winter
Tuesday Thursday
9:45 AM
11:15 AM
PSYCH 209
Neural Network Models of Cognition
Tagged for: NL - Psycholinguistics | NL - Mathematical/Computational Foundations | CogSci- Neuroscience | CSS - Computational Data Methods | MaFo - Integrative Requirement | HAI - Integrative Requirement | NL - Integrative Requirement | AI - Integrative Requirement | CogSci - Research Methods | CogSci - Cognitive Science Depth | CogSci - Integrative Requirement | Neuro - Computational approaches | Neuro - Integrative Requirement | Learn - Computational Learning | Learn - Human Learning | Learn - Integrative Requirement
2021 - 2022
Winter
Tuesday Thursday
9:45 AM
11:15 AM
STATS 200
Introduction to Statistical Inference
Tagged for: Neuro - Methodological Foundations | DMR- Methodological Foundations | HCI - Empirical methods | CogSci-Empirical Methods | CSS - Statistical Inference | CSS - Contingent Electives | MaFo - Applied Mathematics and Statistics | MediaComm - Statistical and Data Analysis Methods | AI - Contingent Electives | CogSci - Inferential Statistics | HCI - Contingent Electives | DMAR - Methods and Applications | HAI - Contingent Electives | Learn - Contingent Electives | NL - Contingent Electives
2021 - 2022
Autumn
Monday Wednesday
11:30 AM
1:00 PM
STATS 200
Introduction to Statistical Inference
Tagged for: Neuro - Methodological Foundations | DMR- Methodological Foundations | HCI - Empirical methods | CogSci-Empirical Methods | CSS - Statistical Inference | CSS - Contingent Electives | MaFo - Applied Mathematics and Statistics | MediaComm - Statistical and Data Analysis Methods | AI - Contingent Electives | CogSci - Inferential Statistics | HCI - Contingent Electives | DMAR - Methods and Applications | HAI - Contingent Electives | Learn - Contingent Electives | NL - Contingent Electives
2021 - 2022
Winter
Tuesday Thursday
9:45 AM
11:15 AM
STATS 202
Data Mining and Analysis
Tagged for: HCI - Empirical methods | CSS - Statistical Inference | CSS - Contingent Electives | MaFo - Applied Mathematics and Statistics | MediaComm - Statistical and Data Analysis Methods | MediaComm - Contingent Electives | AI - Contingent Electives | CogSci - Inferential Statistics | HCI - Contingent Electives
2021 - 2022
Autumn
Monday Wednesday Friday
4:00 PM
5:00 PM
STATS 202
Data Mining and Analysis
Tagged for: HCI - Empirical methods | CSS - Statistical Inference | CSS - Contingent Electives | MaFo - Applied Mathematics and Statistics | MediaComm - Statistical and Data Analysis Methods | MediaComm - Contingent Electives | AI - Contingent Electives | CogSci - Inferential Statistics | HCI - Contingent Electives
2021 - 2022
Summer
Monday Wednesday
3:15 PM
4:45 PM
STATS 315A
Modern Applied Statistics: Learning
Tagged for: AI - Learning | Learning - Computational learning | AI - Contingent Electives | Learn - Computational Learning
2021 - 2022
Winter
Monday Wednesday
1:30 PM
3:00 PM
STATS 315B
Modern Applied Statistics: Learning II
Tagged for: AI - Learning | Learning - Computational learning | HAI - Integrative Requirement | AI - Contingent Electives | Learn - Computational Learning
2021 - 2022
Spring
Tuesday Thursday
9:45 AM
11:15 AM
SYMSYS 202
Theories of Consciousness
Tagged for: CogSci- Theoretical Foundations | Philosophical Foundations 4 | Neuro - Philosophical and theoretical approaches | Biomed - Philosophical and Ethical Inquiry | HAI - Integrative Requirement | AI - Integrative Requirement | CogSci - Integrative Requirement | Advanced Small Seminar | PhiFo - Integrative Requirement | Neuro - Integrative Requirement
2021 - 2022
Winter
Tuesday Thursday
1:30 PM
3:00 PM
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