Inside Livermore Lab Courses

Multi-fidelity Linear Regression for Scientific Machine Learning from Scarce Data

Explore multi-fidelity linear regression for scientific machine learning, addressing data scarcity challenges in complex engineering systems through innovative training approaches.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Intrusive Model Order Reduction Using Neural Network Approximants

Explore innovative neural network-based techniques for efficient reduced-order modeling of complex parametric partial differential equations, focusing on intrusive and interpretable methodologies.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Proportionality and the Military Targeting of Nuclear Plants

Explore the ethical and strategic implications of targeting nuclear facilities in military operations, examining proportionality and international law.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

Recent Progress in Reduced-Order Modeling for Computer Graphics and Sound

Explore advancements in reduced-order modeling for graphics and sound, focusing on progressive simulation for art-directable physics and improved water sound synthesis using coupled acoustic bubbles.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Learning Paradigms for Neural Networks: The Locally Backpropagated Forward-Forward Algorithm

Explore innovative neural network training methods combining backpropagation and forward-forward algorithms to address limitations in complex, physics-related AI applications.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

AutoEncoders for Aerodynamic Predictions

Explore autoencoders for aerodynamic predictions, focusing on flow past wing geometries. Learn about non-linear compression, latent representations, and uncertainty quantification in data-driven modeling.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

US Energy Superpower Status and a New Energy Diplomacy

Explore the implications of US energy superpower status and its impact on global diplomacy with insights from Paul Dabbar.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

How Could We Design Aligned and Provably Safe AI?

Explore AI safety with Dr. Yoshua Bengio, focusing on run-time risk evaluation and Bayesian approaches to mitigate potential harm from advanced AI systems.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Numerical Solvers for Viscous Contact Problems in Glaciology

Explore numerical solvers for viscous contact problems in glaciology, focusing on ice flow modeling, subglacial cavities, and marine ice sheet dynamics. Overcome computational challenges in Stokes equations.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Integrating Cyber Security and Machine Learning for Applications in Transportation Systems

Explore integrating cybersecurity and machine learning in transportation systems. Learn about challenges, research, and innovative solutions for securing Internet of Transportation and Intelligent Transportation Systems.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Communication as a Climate Solution

Explore effective climate change communication strategies with Alice Hill, emphasizing the importance of clear messaging in driving climate solutions.

• YouTube
• 35 minutes
• Self-Paced
• Free Video

Vertical Reasoning Enhanced Learning, Generation and Scientific Discovery

Explore vertical reasoning's impact on AI, enhancing image generation, symbolic regression, and PDE learning. Discover innovative approaches to integrating reasoning and learning for advanced AI applications.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Materials Data Science Approach for Reliability: Materials to Systems

Explore materials data science for reliability prediction, focusing on degradation mechanisms and stressors in complex systems like PV modules. Learn FAIRification and modeling techniques for lifetime forecasting.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

An Accidental American: Memories of an Immigrant Childhood - LLESA Speaker Series

Explore a Holocaust survivor's journey from Nazi Germany to America, offering insights into resilience, identity, and the immigrant experience.

• YouTube
• 59 minutes
• Self-Paced
• Free Video

A Data-Driven Finite Element Exterior Calculus

Explore data-driven finite element exterior calculus for developing reduced-order models of multiphysics systems, combining machine learning with traditional finite element methods for robust surrogate modeling.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video