AI/ML

Artificial Intelligence & Machine Learning

Learning systems, intelligence, decision-making, alignment, safety.

• Artificial Intelligence
• Machine Learning
• Applied Machine Learning
• Advanced Machine Learning: Machine Learning for Trustworthy AI
• Theory of Replicable Machine Learning
• Machine Learning: Advanced Topics
• Machine Learning: Artificial Intelligence System Design and Development
• Machine Learning: Coping with Non-Stationary Environments and Errors
• Human-in-the-Loop Machine Learning
• Reinforcement Learning
• Cognitive Artificial Intelligence
• AI Safety, Alignment and Governance
• AI Ethics and Social Impact
• Responsible AI and Ethics
• The Ethics of Artificial Intelligence and Automation
• Human and Machine Intelligence Alignment
• Practical Generative AI
• Probabilistic Graphical Models
• Vision as Bayesian Inference
• Advanced Topics in Causal Inference
• Advanced Topics in Robot Perception

NLP/CV/Robotics

Language, Vision & Robotics

Perception, autonomy, human communication.

• Natural Language Processing
• Advanced NLP: Multilingual Methods
• NLP: Self-Supervised Models
• Natural Language Processing for Computational Social Science
• Machine Translation
• Information Retrieval and Web Agents
• Introduction to Human Language Technology
• Statistical Machine Vision
• Computer Vision
• FFT in Graphics and Vision
• Algorithms for Sensor-Based Robotics
• Computer Integrated Surgery I
• Computer Integrated Surgery II
• Applications of Augmented Reality
• Introduction to Augmented Reality
• Advanced Topics in Robot Perception

Software

Software Systems & Engineering

Robust code, scalable systems, production-grade software.

• Introduction to Python
• Introduction to Programming Using Java
• Intermediate Programming
• Data Structures
• Computer System Fundamentals
• Operating Systems
• Cloud Computing
• Computer Networks
• Software Defined Networks
• Object-Oriented Software Engineering
• Software Testing and Debugging
• Reliable Software Systems
• Software System Design
• Principles of Programming Languages
• Functional Programming in Software Engineering
• Compilers and Interpreters
• Program Synthesis: Symbolic and LLM-Driven Methods
• Open Source Software Engineering (Semesters of Code I)
• Full-Stack JavaScript
• User Interfaces and Mobile Applications
• Parallel Computing for Data Science
• High-Performance Data Analytics
• Introduction to High Performance Computing

Theory

Algorithms, Computation & Theory

Complexity, optimization, verification, guarantees.

• Foundations of Algorithms
• Intro Algorithms
• Randomized and Big Data Algorithms
• Approximation Algorithms
• Algorithmic Game Theory
• Algorithmic Foundations of Differential Privacy
• Automata and Computation Theory
• Theory of Computation
• Combinatorics and Graph Theory in Computer Science
• Computational Complexity and Approximation
• Algorithms for Bioinformatics

Data

Data Infrastructure & Intelligent Analytics

Data pipelines, large-scale systems, intelligent decisions.

• Databases
• Advanced Databases
• Data Engineering Principles and Practice
• Data Patterns and Representations
• Big Data Analytics
• Introduction to Data Analysis
• Data Science: Modeling and Analytics
• Computational Molecular Medicine
• Genomic Data Science
• Computational Genomics: Sequences
• Computational Genomics: Applied Comparative Genomics
• Introduction to Computational Immunogenomics
• Digital Health and Biomedical Informatics
• Brain and Computation

Security

Security, Privacy & Cryptography

Trustworthy systems, secure infrastructure, resilient computation.

• Computer Ethics
• Web Security
• Language-Based Security
• Security and Privacy in Computing
• Advanced Topics in Computer Security
• Modern Cryptography
• Advanced Topics in Cryptography
• Practical Cryptographic Systems
• Blockchains and Cryptocurrencies
• Medical Device Cybersecurity
• AI Safety, Alignment and Governance
• Disinformation Self-Defense

Graphics/XR

Graphics, XR & Interactive Systems

Visual computing, simulation, human interaction.

• Computer Graphics
• Computer Graphics and 3D Game Programming
• FFT in Graphics and Vision
• Applications of Augmented Reality
• Introduction to Augmented Reality
• Selected Topics in Computer Graphics
• Selected Topics in Medical Image Processing
• Seminar: Computer Integrated Surgery II
• User Interfaces and Mobile Applications
• Data Visualization and Communication
• Computer Integrated Surgery I
• Computer Integrated Surgery II

Ethics

Leadership, Policy & Impact

Ethics, governance, translational impact, entrepreneurship.

• Computer Ethics
• The Ethics of Artificial Intelligence and Automation
• Human and Machine Intelligence Alignment
• AI Ethics and Social Impact
• Responsible AI and Ethics
• Disinformation Self-Defense
• Computer Science Innovation and Entrepreneurship II