Inside Livermore Lab Courses

Data-Driven Closure Modeling Using Derivative-free Kalman Methods

Explore data-driven closure modeling for complex dynamical systems using derivative-free Kalman methods. Learn to improve predictions in turbulence and cloud dynamics with advanced machine learning techniques.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Challenges and Opportunities for Integrating Physics-Knowledge in Machine Learning Strategies

Explore integrating physics knowledge into machine learning algorithms for improved generalization and physics-consistent predictions. Examine biases and strategies through a friction identification case study.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

A Framework of Deterrence in Space Operations

Explore space deterrence strategies, nuclear concepts, and strategic messaging in global security operations.

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

Fokker-Planck-Inverse Reinforcement Learning

Explore Fokker-Planck-Inverse Reinforcement Learning for revealing agent behavior rationale. Learn about a novel physics-aware algorithm inferring transition and reward functions from observed trajectories.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Information Confrontation and China's Discourse Strategy

Explore China's discourse strategy and information confrontation tactics in global politics with expert insights from Dr. Chris Ford.

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

Photoshop Fantasies - Putting Altered and Synthetic Imagery on the Internet into Context

Explore the impact of altered and synthetic imagery on the internet, understanding its context and implications for digital media consumption and creation.

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

Quantifying the Benefits of Immersion in Virtual Reality

Explore the quantifiable benefits of VR immersion for real-world applications beyond gaming, backed by empirical studies and successful case studies in areas like scientific visual data analysis.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

How Climate Change Challenges the U.S. Nuclear Deterrent

Explore how climate change impacts U.S. nuclear deterrence strategies. Gain insights into national security challenges and potential solutions in a changing global environment.

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

Deep Neural Operators with Reliable Extrapolation for Multiphysics and Multiscale Problems

Explore deep neural operators for complex systems, focusing on DeepONet and its extensions for multiphysics and multiscale problems. Learn about extrapolation challenges and solutions in deep learning models.

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

Twinning and Model Discovery for Engineered Systems

Explore hybrid approaches to Structural Health Monitoring, integrating physics-based and data-driven methods for robust monitoring and digital twinning of complex engineering structures.

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

Reduced Order Modeling and Inverse Design of Flexible Structures by Machine Learning

Explore machine learning applications in structural mechanics, focusing on reduced-order modeling for dynamic simulations and inverse design of shape-morphing structures using neural networks and active learning.

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

Tensor Factorization for Biomedical Representation Learning

Explore tensor factorization for biomedical representation learning, addressing challenges in healthcare data and improving predictive power for various downstream tasks.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

The Rise of the Chinese Techno Security State

Explore China's evolving techno-security state, examining its national security strategy, military-civil fusion, and economic securitization. Gain insights into the US-China dynamic and its global implications.

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

Explaining Stability in Nuclear Thinking: Grand Strategy, Nuclear Weapons, and Policy Change

Explore nuclear thinking stability, grand strategy, and policy change. Analyze US and China's approaches, examining key implications for international politics and policy questions.

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

DDPS - A Flexible and Generalizable XAI Framework for Scientific Deep Learning

Explore a flexible XAI framework for scientific deep learning, enhancing interpretability and generalization in physics-based modeling through integral equations and sparse regression techniques.

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