Kavli Institute for Theoretical Physics Courses

Earth System Emulation - Duncan Watson-Parris #CLIMATE-C21

Explore Earth system emulation for climate projections, uncertainty analysis, and machine learning applications in weather and climate science. Gain insights into advanced modeling techniques and data-driven approaches.

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

Benefits of Saying I Don't Know When Analyzing and Modeling the Climate System With ML - Elizabeth Barnes

Explore the benefits of acknowledging uncertainty in climate system analysis using machine learning. Learn about state-dependent predictability and controlled abstention networks for improved modeling accuracy.

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

Contained Chaos - Ensemble Consistency Testing for the Community Earth System Model

Explore ensemble consistency testing for climate models, focusing on the Community Earth System Model. Learn about statistical methods to evaluate model changes and ensure software quality in climate simulations.

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

Data-Driven and Data-Assisted Modeling for Applications in Fluid Dynamics and Geophysics

Explores data-driven and data-assisted modeling techniques for fluid dynamics and geophysics, focusing on machine learning applications in climate science and high-resolution forecasting.

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

Machine Learning for Ocean Closures - Advances and Lessons - Laure Zanna - Climate-C21

Machine learning techniques for ocean modeling, exploring advances in subgrid closures, turbulent closures, and stochastic parameters to improve climate predictions and understand ocean dynamics.

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

Interpretable and Generalizable Machine Learning for Fluid Dynamics - Steven Brunton

Explore interpretable and generalizable machine learning techniques for fluid dynamics, focusing on sparse identification of nonlinear dynamics and incorporating physical constraints for improved accuracy.

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

Physics-Guided Deep Learning for Fluid Dynamics - Rose Yu

Explores physics-guided deep learning for fluid dynamics, focusing on accelerating turbulence simulations and incorporating symmetry for generalization in ocean current forecasting.

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

Hydrodynamic Scale for Integrable Classical Many-Body Systems - Herbert Spohn

Explores hydrodynamic scale in integrable classical many-body systems, covering generalized free energy, CMV matrices, and operator image. Offers insights into non-equilibrium physics and universality classes.

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

Correlation Functions from Hydrodynamics Beyond the Boltzmann-Gibbs Paradigm - Benjamin Doyon

Explores correlation functions in hydrodynamics beyond traditional paradigms, focusing on integrable models, hyperbolic scaling, and novel approaches to non-equilibrium many-body physics.

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

Critical Properties of the Prethermal Floquet Time Crystal - Aditi Mitra

Exploration of prethermal Floquet time crystals, focusing on critical properties, universality, and phase transitions in periodically driven quantum systems.

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

Many-Body Localization Under the Microscope - Julian Leonard

Explores non-equilibrium many-body physics using quantum simulators, focusing on universal aspects and novel phases of matter far from equilibrium across various fields of physics.

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

Measurement Induced Phase Transitions in Fermion Systems - Sebastian Diehl

Explores measurement-induced phase transitions in fermion systems, discussing quantum dynamics, phase diagrams, and analytical approaches. Highlights non-equilibrium universality in many-body physics and its implications.

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

Non-Unitary Dynamics - Dissipative to Monitored - Vedika Khemani

Explore non-unitary dynamics in quantum systems, from dissipative to monitored, covering analytical approaches, entanglement scaling, and spacetime duality in quantum circuits and many-body physics.

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

Thermalization in Quantum Chromodynamics - Ab Initio Approaches and Interdisciplinary Connections

Explore thermalization in quantum chromodynamics, focusing on ab initio approaches and interdisciplinary connections. Discover universal phenomena and the effectiveness of hydrodynamics in various physical systems.

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

Superdiffusion, Subdiffusion, Integrability - Sarang Gopalakrishnan

Explores non-equilibrium many-body physics, focusing on superdiffusion, subdiffusion, and integrability in quantum systems. Discusses the XXZ spin chain and integrability-breaking, providing insights into transport phenomena and diffusion.

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