Statistical Mechanics Courses and Certifications

International Centre for Theoretical Sciences

Statistical Physics of Biological Evolution by Joachim Krug

Explore stochastic models of population dynamics, including Wright-Fisher and Moran models, fixation, and diffusion theory. Delve into natural selection, experimental evolution, and genetic drift in biological systems.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• 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
• Self-Paced
• Free Video

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
• Self-Paced
• Free Video

APS Physics

Statistical Physics and Machine Learning - A 30 Year Perspective

Explore the 30-year evolution of connections between statistical physics and machine learning, offering insights into their intertwined development and future implications.

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

Simons Institute

Statistical Physics and Computation in High Dimension

Explore high-dimensional statistical physics and computation, covering sampling, minimization, and replica methods with applications in finance and algorithms.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• 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
• Self-Paced
• Free Video

IPhT-TV

Statistical Physics of Glassy Systems - Tools and Applications

Explore statistical physics tools and applications for understanding glassy systems through comprehensive theoretical frameworks and practical methodologies.

• YouTube
• 11 hours 26 minutes
• Self-Paced
• Free Video

NPTEL;  IIT Madras

Statistical Mechanics

Comprehensive exploration of probability, statistical ensembles, and quantum mechanics, covering discrete and continuous distributions, entropy, and applications to physical systems.

• YouTube
• 1 day 6 hours
• Self-Paced
• Free Video