Courses

From undergrades to PhDs, the EPFL has plenty of courses to offer..

Bachelor

Master

• • CIVIL-459 – Data and AI for transportation
  • MGT-418 – Convex optimization
  • MATH-403 – Low-rank approximation techniques
  • MATH-412 – Statistical machine learning
  • MICRO-455 – Applied Machine Learning
  • MICRO-401 – Machine Learning Programming
  • DH-406 – Machine Learning for the Digital Humanities
  • CS-430 – Intelligent Agents
  • CS-439 – Optimization for Machine Learning
  • CS-401 – Applied Data Analysis
  • EE-490(h) – Lab in data science
  • EE-556 – Mathematics of data
  • CS-526 – Learning theory
  • EE-559 – Deep Learning
  • EE-558 – A Network Tour of Data Science
  • MICRO-570 – Advanced Machine Learning
  • CS-433 – Machine Learning

Doctoral Courses and continued education

• • EE-608 – Deep Learning For Natural Language Processing
  • EE-618 – Theory and Methods for Reinforcement Learning
  • EE-613 – Machine learning for engineers
  • EE-621 – Adaptation and Learning
  • EPFL Extension School – Applied Data Science: Machine Learning
  • ENG-704 – EECS Seminar: Advanced Topics in Machine Learning
  • CS-723 – Topics in Machine Learning Systems