Ising Model Courses and Certifications

Simons Institute

Learning Ising Models from One, Ten or a Thousand Samples

Explore statistical learning theory and Ising models, focusing on sample complexity and efficient algorithms for learning in high-dimensional settings.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Institute for Advanced Study

Solving Random Matrix Models with Positivity - Henry Lin

Explore advanced matrix models, focusing on positivity constraints and loop equations. Learn techniques for solving complex mathematical problems in high-energy physics.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

The Ising Model and Its Quantum Interface Dynamics - A Centennial Perspective

Explore quantum Ising model's interface dynamics, examining domain evolution, quantum nucleation, and false-vacuum decay. Discover connections to mathematics and classical statistical physics.

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

Advanced Cyberinfrastructure Training at RPI

Phi^4 Theory and the Ising Model on a Sphere

Explore phi^4 theory and Ising model on spherical geometry, gaining insights into advanced physics concepts and their applications.

• YouTube
• 1 hour 42 minutes
• On-Demand
• Free Video

NCCR SwissMAP

An Ising-Type Formulation of the Six-Vertex Model

Explore integrability in condensed matter physics and quantum field theory through an Ising-type formulation of the six-vertex model.

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

International Centre for Theoretical Sciences

Critical Phenomena Through the Lens of the Ising Model by Hugo Duminil-Copin

Explore critical phenomena in the Ising model, a powerful tool for understanding cooperative phenomena in statistical physics, with insights on recent progress in three and four dimensions.

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

Computational Data Science in Physics III

Dive into numerical simulations for physics research, from differential equations to lattice models, culminating in applications relevant to contemporary lattice QCD.

• MITx Online
• 7 weeks, 10-15 hours a week
• On-Demand
• Free Online Course

Artem Kirsanov

Brain Criticality - Optimizing Neural Computations

1 review

Explore how the brain optimizes information processing by operating near critical points, examining phase transitions, neuronal avalanches, and scale-free properties in neural networks.

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

Modeling Psychological Systems with Ternary Spin Models

Explore how ternary spin models enhance psychological research by extending binary network models to include neutral states, offering richer dynamics for analyzing depression, intelligence, and attitude changes.

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

IIT Guwahati;  NPTEL

Statistical Physics of Non-Interacting and Interacting Systems

Explore statistical mechanics, from basic concepts to advanced topics like quantum systems and interacting models. Gain insights into thermodynamics, ensembles, and phase transitions.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

International Centre for Theoretical Sciences

Random Matrix Theory and its Applications - Lecture 4

Explore advanced concepts in Random Matrix Theory, including rotational invariance, correlation functions, spacing distributions, and applications to complex systems stability.

• YouTube
• 1 hour 33 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 Pure & Applied Mathematics (IPAM)

Tropical Tensor Networks

Unified tensor network approach for spin glasses using tropical algebra, enabling ground state energy computation, optimal configuration identification, and solution counting. Combines graphical models and quantum circuit simulation.

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

Hausdorff Center for Mathematics

Panorama of Mathematics - Clusters, Loops and Trees in the Ising Model

Explore clusters, loops, and trees in the Ising model with Fields Medalist Stanislav Smirnov, covering topics from conformal field theory to discrete complex analysis and random cost representation.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

ICTP Mathematics

Phase Transitions - From Physics to Computer Science

Explore phase transitions across physics and computer science, from water states to combinatorial optimization and information theory, revealing their universal nature in complex systems.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video