Control Systems Courses

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

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

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

TED

How Online Abuse of Women Has Spiraled Out of Control

Ashley Judd exposes the crisis of online abuse against women, sharing personal experiences and calling for action from internet users, tech companies, and lawmakers to combat this pervasive issue.

• YouTube
• 16 minutes
• On-Demand
• Conference Talk

TED

How a Handful of Tech Companies Control Billions of Minds Every Day

Tristan Harris explores how tech companies compete for our attention, impacting billions of minds daily. He calls for a design renaissance to align technology with our desired life outcomes.

• YouTube
• 17 minutes
• On-Demand
• Conference Talk

Security BSides San Francisco

Launch Control - Automating a Security Baseline in the Cloud at Scale

Learn to deploy cloud-native security controls at scale, using declarative configuration for an automated, self-healing security baseline across multiple cloud environments.

• YouTube
• 22 minutes
• On-Demand
• Conference Talk

USENIX

Exploring Practical Vulnerabilities of Machine Learning-Based Wireless Systems

Unveils practical vulnerabilities in ML-based wireless systems through RAFA, a hardware-implemented adversarial attack platform, demonstrating significant performance drops in communication and sensing approaches.

• YouTube
• 18 minutes
• On-Demand
• Conference Talk

USENIX

Protego - Overload Control for Applications with Unpredictable Lock Contention

Innovative system for managing overload in applications with complex lock contention, improving throughput and reducing latency through adaptive admission control and latency-aware synchronization.

• YouTube
• 17 minutes
• On-Demand
• Conference Talk

USENIX

On Modular Learning of Distributed Systems for Predicting End-to-End Latency

Modular learning framework for predicting end-to-end latency in distributed systems, reducing adaptation costs and improving accuracy for better performance tuning in cloud deployments.

• YouTube
• 19 minutes
• On-Demand
• Conference Talk