International Centre for Theoretical Sciences Courses

Reinforcement Learning Bootcamp - Lecture 4

Explore advanced reinforcement learning concepts and algorithms in this comprehensive bootcamp session covering key theoretical foundations and practical applications.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Basic Learning Theory - Lecture 2

Explore fundamental concepts in machine learning theory through rigorous mathematical foundations and key principles that drive modern data science applications.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Statistical Optimal Transport - Lecture 2

Delve into advanced statistical optimal transport theory with Sivaraman Balakrishnan in this comprehensive second lecture from ICTS's data science program.

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

An Introduction to Diffusion and Flow Models - Lecture 1

Discover the fundamentals of diffusion and flow models in this foundational lecture covering key probabilistic concepts and their applications in generative modeling.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Reinforcement Learning Bootcamp - Lecture 3

Explore advanced reinforcement learning concepts and algorithms in this comprehensive bootcamp session covering theoretical foundations and practical applications.

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

Motif Estimation, Polynomial Chaos, and the Ising Model

Explore statistical inference for counting network motifs using polynomial chaos functions and their connection to the Ising model in complex networks.

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

v-QSSEP - A Toy Model for Entanglement Spreading in Diffusive Systems

Explore a toy model for understanding how quantum entanglement spreads in diffusive systems through the v-QSSEP framework and its theoretical implications.

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

Path Integral Formulation of Hydrodynamics of 1D and 2D Fermi Gas

Explore path integral methods for understanding hydrodynamic behavior in one and two-dimensional Fermi gas systems through advanced theoretical physics.

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

Emergent Hydrodynamics in an Exclusion Process with Long-Range Interactions

Explore emergent hydrodynamics in exclusion processes with long-range interactions through advanced statistical physics and nonequilibrium thermodynamics.

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

Generalized Hydrodynamics, Local Prethermalization, and Hydrodynamization in Ultracold Quantum Gases

Explore generalized hydrodynamics and prethermalization dynamics in ultracold quantum systems through advanced theoretical frameworks and experimental insights.

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

Hydrodynamics and Generalised Hydrodynamics - Fundamental Principles

Explore fundamental principles of hydrodynamics and generalised hydrodynamics in quantum and classical systems, covering nonequilibrium thermodynamics and transport phenomena.

• YouTube
• 2 hours 16 minutes
• On-Demand
• Free Video

Inverse Scattering and Macroscopic Fluctuation Theory

Explore inverse scattering methods and macroscopic fluctuation theory for understanding nonequilibrium thermodynamics in statistical physics systems.

• YouTube
• 2 hours 3 minutes
• On-Demand
• Free Video

Hydrodynamics of Nearly Integrable Gases

Explore hydrodynamics in nearly integrable quantum gases and their transport properties through advanced theoretical frameworks.

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

A Nonequilibrium Quantum Otto Engine Cycle in a One-Dimensional Bose Gas

Explore quantum thermodynamics through a nonequilibrium Otto engine cycle in a one-dimensional Bose gas, examining energy conversion and efficiency in quantum systems.

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

Quantum Fluctuations of 2D Fermions and Random Matrix Theory

Explore quantum fluctuations in 2D fermionic systems through random matrix theory connections, bridging statistical physics and quantum mechanics.

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