Statistical Physics Courses and Certifications

International Centre for Theoretical Sciences

Introduction to Random Walks and Markov Processes - Preparatory Lecture 1

Comprehensive introduction to random walks and Markov processes, covering discrete and continuous cases, evolution equations, and master equations for advanced statistical physics students.

• YouTube
• 1 hour 29 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Large Deviations of Markov Processes - Part 1

Explore large deviation theory in statistical physics, covering Markov processes, dynamical observables, and advanced mathematical concepts. Gain insights into recent developments and applications in nonequilibrium systems.

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

International Centre for Theoretical Sciences

Why Do Simple Models Work? Partial Answers from Information Geometry - Lecture 1

Explores information geometry to understand why simple models effectively describe complex systems, focusing on statistical mechanics, renormalization, and model reduction in physics and biology.

• YouTube
• 1 hour 33 minutes
• On-Demand
• Free Video

Institute for Advanced Study

On the Ising Perceptron Model - Nike Sun

Explore the Ising perceptron model's statistical physics, replica symmetry, and cavity methods. Delve into calculations, rare events, and conditional moment methods in this advanced mathematical lecture.

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

International Centre for Theoretical Sciences

Order and Patterns in Randomness by Abhishek Dhar

Explore hidden patterns in seemingly random events through examples of Random Walk, Brownian Motion, Statistical Physics, and a card trick. Gain insights into physicists' and mathematicians' approaches.

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

International Centre for Theoretical Sciences

Macroscopic Fluctuation Theory by Tridib Sadhu

Introductory lecture on macroscopic fluctuation theory, covering fundamental concepts and applications in statistical physics for advanced students and researchers.

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

Fluctuations and Order in Randomly Evolving Environments

Explore non-equilibrium systems where giant fluctuations coexist with long-range order, examining particle behavior, interface properties, and applications in various scientific domains.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Approximating Profile Maximum Likelihood Efficiently - New Bounds on the Bethe Permanent by Moses Charikar

Explore symmetric distribution properties and efficient estimation techniques, focusing on profile maximum likelihood and its connections to the Bethe permanent in statistical physics.

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

International Centre for Theoretical Sciences

Phase Transitions in Hard-Core Systems - Lecture 1

Explore phase transitions in hard-core systems, from basic concepts to advanced topics like fluid-solid transitions in hard spheres and phase changes in long rods. Includes theoretical foundations and computational approaches.

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

International Mathematical Union

Kavita Ramanan - Interacting Stochastic Processes on Sparse Random Graphs

Explores hydrodynamic limits and marginal dynamics of interacting stochastic processes on sparse random graphs, contrasting with mean-field limits and discussing applications in various scientific fields.

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

IEEE

The Kikuchi Hierarchy and Tensor PCA

Explore the Kikuchi Hierarchy and its applications in Tensor PCA, delving into advanced statistical methods for data analysis and dimensionality reduction.

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

Kavli Institute for Theoretical Physics

Practical Integrability - David Weiss

Explores universal aspects of non-equilibrium many-body physics, focusing on novel phases and universality classes beyond equilibrium paradigms. Bridges statistical, AMO, condensed matter, and high-energy physics.

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

International Centre for Theoretical Sciences

Patterns and Order in Randomness

Explore patterns in randomness through physics experiments and discussions, fostering interconnected understanding and problem-solving skills for women pursuing physics careers.

• YouTube
• 2 hours 1 minute
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

The Density Conjecture for Activated Random Walk

Explore self-organized criticality in activated random walk models, examining critical densities across various configurations and their implications for understanding energy release patterns in physical systems.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

From Thermal to Athermal Systems: Self-Assembly and Absorbing Phase Transitions

Explore self-assembly and absorbing phase transitions in thermal and athermal systems, bridging physics and biology in non-equilibrium processes.

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