Statistical Physics Courses and Certifications

Statistical Physics & Thermodynamics from Beginner to Expert

197 ratings at Udemy

Understand the theoretical physics of statistical mechanics (classical and quantum level) and apply it to thermodynamics

• Udemy
• 11 hours 46 minutes
• On-Demand
• Paid Course

Simons Foundation

Statistical Physics of Machine Learning

Explore the intersection of statistical physics and machine learning, examining generative models, attention mechanisms, and uncertainty estimation in neural networks through theoretical physics perspectives.

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

International Centre for Theoretical Sciences

Statistical Physics of Complex Systems - 2022

Explore advanced statistical physics concepts through expert lectures on integrable systems, phase transitions, thermodynamic uncertainty relations, and active matter dynamics.

• YouTube
• 1 day 3 hours 55 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Statistical Physics - Pattern Formation, Spin Glasses, Chemical Reaction Networks, Machine Learning, and Turbulence

Dive into advanced statistical physics topics including pattern formation in biology, spin glasses, chemical reaction networks, machine learning applications, turbulence, and quantum systems.

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

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
• On-Demand
• 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
• 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

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

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
• On-Demand
• 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
• On-Demand
• Free Video

Simons Institute

Statistical Physics and Computation in High Dimension

Explore probability, geometry, and computation in high dimensions through statistical physics, focusing on key concepts and applications in complex systems analysis.

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

Kavli Institute for Theoretical Physics

A Statistical Physics Approach to Non-Growing Microbes - Nathalie Balaban

Explore statistical physics applications to non-growing microbes, examining their behavior and properties through a theoretical physics lens. Gain insights into microbial dynamics and their implications.

• YouTube
• 1 hour 7 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