2026/2027
AI through the Lens of Mathematics: from Transformers to Scientific Machine Learning
ID 1255535
Type:
Optional course (faculty)
Delivered by:
Faculty of Mathematics
Where:
Faculty of Mathematics
When:
2 module
Open to:
students of all HSE University campuses
Language:
English
ECTS credits:
3
Contact hours:
28
Course Syllabus
Abstract
This course introduces modern AI from a mathematical perspective. Rather than treating AI as a collection of engineering tricks, the course emphasizes the mathematical structures behind today’s most influential models: optimization, approximation, attention, graph learning, generative modeling, physics-informed learning, operator learning, and interpretable neural architectures. Each lecture combines theory, frontier research, and hands-on coding in Python/PyTorch.