Operating Systems Courses

Decolonizing Systems Through Music

Explore how music can be a powerful tool for systemic change and racial justice, drawing from personal experiences and industry evolution. Gain insights on using art to empower marginalized communities.

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

Kavli Institute for Theoretical Physics

Perspectives and Discussion - Systems Consolidation

Explore systems consolidation in neurobiology with leading experts, discussing mechanisms of memory formation and storage across various timescales, from molecular to behavioral levels.

• YouTube
• 1 hour 31 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

New Frontiers in Topology: Multilevel Systems and Out-of-Equilibrium Dynamics - Lecture 2

Explore advanced topology concepts in multilevel systems and out-of-equilibrium phenomena. Delve into complex theoretical physics and gain insights from cutting-edge research in this field.

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

International Centre for Theoretical Sciences

Caustics and Branched Flow in Periodically and Quasi-periodically Driven Systems by Duncan O’Dell

Explore caustics and branched flow in driven systems, examining periodic and quasi-periodic dynamics. Gain insights into complex physical phenomena and their theoretical foundations.

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

Steve Brunton

Topics in Dynamical Systems - Fixed Points, Linearization, Invariant Manifolds, Bifurcations & Chaos

Explore dynamical systems: fixed points, linearization, manifolds, bifurcations, and chaos. Gain insights into nonlinear dynamics and their applications in describing our changing world.

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

Steve Brunton

Solving Systems of Differential Equations with Eigenvalues and Eigenvectors

Learn to solve systems of linear ODEs using eigenvalues and eigenvectors. Covers problem setup, solution methods, and intuitive interpretation, with code examples in Python and MATLAB.

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

Steve Brunton

Matrix Systems of Differential Equations

Learn to transform high-order linear differential equations into matrix systems, enabling powerful solutions using eigenvalues and eigenvectors. Explore practical examples and key concepts in linear algebra applications.

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

Steve Brunton

Data-Driven Dynamical Systems Overview

Overview of data-driven approaches to tackle challenges in modern dynamical systems, exploring machine learning techniques for nonlinear and unknown dynamics, prediction, and control.

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

Steve Brunton

Examples of Nonlinear Systems - Particle in a Potential Well

Explore nonlinear systems through the particle in a potential well example, covering Euler-Lagrange equations, vector fields, phase portraits, and damping in engineering mathematics.

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

Steve Brunton

Matrix Systems of First Order Equations Using Eigenvectors and Eigenvalues

Explore matrix systems of first-order equations, diagonalization techniques, and higher-order linear ODEs. Learn to solve complex differential equations using eigenvectors and eigenvalues.

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

Bolei Zhou

Introduction to Reinforcement Learning - Distributed RL Systems - Lecture 9

强化学习分布式系统概述：探讨系统架构、参数更新方法、并行化策略，以及从DQN到AlphaStar的案例研究，深入分析分布式RL系统的发展和实现。

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

Simons Institute

Learning Decentralized Policies in Multiagent Systems - How to Learn Efficiently

Explore decentralized policy learning in multiagent systems, focusing on scalable actor-critic methods, network structures, and performance characterization using stochastic game frameworks.

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

Simons Institute

Reinforcement Learning in Recommender Systems - Some Challenges

Explore challenges in applying reinforcement learning to recommender systems, including scale, stochastic action sets, and user learning over long horizons. Gain insights on addressing these issues.

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

Simons Institute

Using Deep Learning for Perception in Autonomous Systems - A Perspective from Control Theory

Explore deep learning for perception in autonomous systems, focusing on efficient navigation using monocular RGB cameras in unknown environments. Control theory insights and practical lessons included.

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

Simons Institute

Classical Simulation of Quantum Many-body Systems with Tensor Networks

Explore tensor networks for simulating quantum many-body systems, focusing on matrix product states and branching mirror techniques in quantum computation challenges.

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