Columbia_Engineering_News_1_A

AI and Advanced Computing

Choose 4 courses: minimum 2 graduate-level AI-related courses from Computer Science and 2 AI-related non-CS courses in Engineering from the approved elective pool below.

Computer Science courses

Choose 2 courses:

  • BMCS E4480 | Statistical Machine Learning for Genomics
  • COMS W4731 | Computer Vision I
  • COMS W4732 | Computer Vision II
  • COMS W4733 | Computational Aspects of Robotics
  • COMS W4773 | Machine Learning Theory
  • COMS W4774 | Unsupervised Learning
  • COMS W4775 | Causal Inference
  • COMS W4776 | Neural Networks and Deep Learning
  • COMS W4995 | Topics In Computer Science (Topic: Deep Learning for Computer Vision)
  • COMS W6706 | Advanced Spoken Language Processing
  • COMS W6975 | Topics in Natural Language Processing
  • COMS E6998 | Topics in Computer Science (Topic: LLM-Based Generative AI Systems)
  • COMS E6998 | Topics in Computer Science (Topic: High-Performance Machine Learning)
  • COMS E6998 | Topics in Computer Science (Topic: Scaling LLMs)
  • COMS E6998 | Topics in Computer Science (Topic: Designing for Generative AI)
  • EECS E4764 | Artificial Intelligence of Things
  • EECS E6991 | Advanced Deep Learning
  • EECS E6992 | Deep Learning on Edge
  • EECS E6694 | GenAI and Modern Deep Learning
  • EECS E6699 | Mathematics of Deep Learning
  • EECS E6720 | Bayesian Models in ML
  • ORCS E4200 | Data-Driven Decision Modeling
  • ORCS E4529 | Reinforcement Learning

AI-related in Engineering

Choose 2 courses:

  • BMEN E4460 | Deep Learning in Biomedical Imaging
  • BMEN E4470 | Deep Learning for Biomedical Signal Processing
  • EAEE E4000 | Machine Learning for Environmental Engineering and Science
  • ECBM E4040 | Neural Networks & Deep Learning
  • ELEN E4730 | Quantum Optimization and Machine Learning
  • ELEN E6772 | Machine Learning for Computer and Communications Networks
  • IEOR E4540 | Data Mining
  • IEOR E4530 | AI & Games & Markets
  • IEOR E4742 | Deep Learning for OR & FE
  • IEOR E6529 | Advanced Reinforcement Learning
  • IEOR E6617 | Machine Learning and High-Dimensional Data
  • IEOR E8100 | Advanced Topics In IEOR (Topic: Agentic AI and Data Economy)
  • IEOR E8100 | Advanced Topics In IEOR (Topic: Diffusion Models AI & RL)
  • IEOR E8100 | Advanced Topics In IEOR (Topic: GenAI: Model Alignment)
  • MECE E4602 | Intro to Robotics
  • MECE E6615 | Advanced Robotic Manipulation
  • MEEC E6600 | Mathematics of Machine Learning, Signals, and Control