Data Science background

Data Science & Artificial Intelligence

Master the fundamentals of Data Science and AI, machine learning, and intelligent systems—preparing you for cutting-edge research and real-world applications.

Foundations

Foundations of Data Science

  • Mathematics of Data Science
  • Practical Mathematics for AI
  • Mathematical and Computational Foundations of Data Science
  • Data Science: Modeling and Analytics
  • Introduction to Data Science
  • Advanced Data Science
Data Engineering

Programming, Engineering and Infrastructure

  • Data Engineering Principles and Practice
  • Data Patterns and Representations
  • Software Engineering for Data Science
  • Algorithms for Data Science
  • Foundations of Algorithm Analysis
Machine learning

Machine Learning and AI Systems

  • Machine Learning I and II
  • Probabilistic Machine Learning
  • Theory of Machine Learning
  • Foundations of Neural Networks
  • Statistical Machine Vision
  • Equivariant Machine Learning
  • Machine Learning in Finance
  • Large-Scale Optimization for Data Science
AI Specialization

Specialized Applications and Research

  • Computational Molecular Medicine
  • Data Science Methods for Large-Scale Graphs
  • Data Mining
  • Optimal Transport