Statistical Physics Courses and Certifications

International Centre for Theoretical Sciences

Non-Equilibrium Statistical Physics - Introductory Examples by Sidney Redner

Introductory examples of non-equilibrium statistical physics, covering advanced concepts for PhD students and researchers. Bridges gap between masters-level courses and current research frontiers.

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

Institute for Pure & Applied Mathematics (IPAM)

Matrix Product States for Modeling Dynamical Processes on Networks

Explore matrix product states and dynamic message-passing algorithms for modeling network dynamics, reducing computational complexity from exponential to polynomial in system size and duration.

• YouTube
• 39 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

Alan Turing Institute

Statistical Physics and Learning - Florent Krzakala, Sorbonne Université

Explore the intersection of statistical physics and machine learning, examining algorithmic paradigms, high-dimensional models, and cross-fertilization between statistics and computer science in the era of Big Data.

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

International Centre for Theoretical Sciences

Statistical Physics and Statistical Inference - Lecture 2

Explore statistical physics and inference, covering Bayesian methods, error correction, spin glasses, and advanced algorithms like belief propagation. Gain insights into phase transitions and applications in machine learning.

• YouTube
• 1 hour 43 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 Centre for Theoretical Sciences

Statistical Physics of Turbulence - Lecture 1

Explore turbulent flows in nature and industry, examining mathematical, engineering, and physical perspectives. Learn about analytical, experimental, and numerical tools, and delve into the phenomenology of turbulence.

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

International Centre for Theoretical Sciences

Spin Glasses and Related Systems - Lecture 1

Comprehensive introduction to spin glasses, covering experimental results, frustration, models, and analysis methods. Explores complex magnetic systems and their unique properties.

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

International Centre for Theoretical Sciences

Topology in Statistical Physics - Lecture 1

Explore topology's role in statistical physics, from Maxwell's equations to magnetic monopoles. Learn about topological quantum numbers and path integral formulation in this advanced lecture.

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

International Centre for Theoretical Sciences

Statistical Physics of Rare Events and Large Deviations - Lecture 1

Explore statistical physics of rare events and large deviations, covering mathematical foundations, equilibrium concepts, coin toss problems, blackbody radiation, and applications in physics and beyond.

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

International Centre for Theoretical Sciences

Nonequilibrium Response Theory - Lecture 1

Explore nonequilibrium response theory, covering fluctuations, linear response, and the fluctuation-dissipation theorem. Gain insights into equilibrium and dynamic responses in statistical physics.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

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

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

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