Control Systems Courses

Fields Institute

Koopman Operator Theory Based Machine Learning of Dynamical Systems

Explore advanced machine learning techniques for dynamical systems using Koopman operator theory, presented by Igor Mezic from UC Santa Barbara.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Fields Institute

Learning Dynamical Systems via Koopman Operator Regression in Reproducing Kernel Hilbert Spaces

Explore Koopman operator regression in reproducing kernel Hilbert spaces for dynamical systems, enhancing understanding of machine learning applications in complex systems analysis.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Fields Institute

Tensor Harish-Chandra–Itzykson–Zuber Integral & Entanglement Detection in Multipartite Quant Systems

Explore tensor integrals and their applications in quantum entanglement detection, focusing on multipartite systems and advanced mathematical concepts in quantum physics.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Fields Institute

Transseries and Discrete Dynamical Systems

Explore transseries and their applications in discrete dynamical systems, focusing on interactions between o-minimal, complex analytic, and nonarchimedean methods.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Fields Institute

Tame Control Theory - Lecture 5

Explore advanced concepts in tame control theory, focusing on phenomena over real fields. Delve into graduate-level mathematical analysis and applications.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video

Fields Institute

Introduction to Deep Learning with Applications to Stochastic Control and Games

Explore deep learning applications in stochastic control and games, focusing on key concepts and practical implementations for quantitative finance professionals.

• YouTube
• 1 hour 55 minutes
• On-Demand
• Free Video

Fields Institute

Learning Linear Dynamical Systems with Hankel Nuclear Norm Regularization

Explore finite-sample analysis and insights for learning low-order linear dynamical systems using Hankel nuclear norm regularization, with applications in control and reinforcement learning.

• YouTube
• 35 minutes
• On-Demand
• Free Video

ICTP Mathematics

Symbolic Dynamics for Nonuniformly Hyperbolic Systems - Lecture 5

Explore advanced techniques in symbolic dynamics for complex hyperbolic systems. Gain insights into infinite Markov partitions and their applications in studying statistical properties of dynamical systems.

• YouTube
• 1 hour 29 minutes
• On-Demand
• Free Video

ICTP Mathematics

Symbolic Dynamics for Nonuniformly Hyperbolic Systems - Lecture 1 of 5

Explore symbolic dynamics for nonuniformly hyperbolic systems, focusing on Markov Partitions and Young Towers. Learn advanced techniques to analyze complex dynamical systems and their statistical properties.

• YouTube
• 2 hours 6 minutes
• On-Demand
• Free Video

ICTP Mathematics

Simultaneous Control of Ensembles of Dynamical Systems

Control strategies for managing multiple dynamic systems simultaneously, focusing on mathematical approaches and applications in various fields.

• YouTube
• 57 minutes
• On-Demand
• Free Video

ICTP Mathematics

Introduction to Geometric Control Theory - Lecture 4

Explore geometric control theory's advanced concepts, focusing on mathematical foundations and practical applications in dynamic systems and optimization.

• YouTube
• 1 hour 38 minutes
• On-Demand
• Free Video

ICTP Mathematics

Introduction to Geometric Control Theory - Lecture 3

Explore advanced concepts in geometric control theory, focusing on mathematical principles and applications in dynamic systems and optimization.

• YouTube
• 1 hour 41 minutes
• On-Demand
• Free Video

ICTP Mathematics

Introduction to Geometric Control Theory - Part II

Explore advanced concepts in geometric control theory, focusing on mathematical principles and applications in dynamic systems and optimization.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Video

ICTP Mathematics

Introduction to Geometric Control Theory - Lecture 1

Explore geometric control theory fundamentals with expert Andrei Agrachev, covering key concepts and applications in this comprehensive lecture from ICTP Mathematics.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Video

ICTP Mathematics

Black Holes, Binary Systems, and Gravitational Waves - Extreme Mass-Ratio Inspirals - Lecture 2

Explore extreme mass-ratio inspirals in binary systems, focusing on black holes and gravitational waves. Learn about cutting-edge research in astrophysics and general relativity.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video