Mean-Field Theory Courses and Certifications

Fields Institute

On the Limit Theory of Mean Field Optimal Stopping with Common Noise

Explore mean field optimal stopping with common noise, focusing on limit theory. Gain insights into mathematical finance concepts presented at the Eastern Conference.

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

GERAD Research Center

Mean Field Limits of Heterogeneous Networks - Informal Systems Seminar

Explore mean field limits of heterogeneous networks, focusing on interacting particle systems coupled on digraphs and their macroscopic behavior. Gain insights into Vlasov equations and digraph measures.

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

Phases of Matter: Solid, Liquid, Gas and Beyond

Explore emergent phenomena in physics, from basic matter states to complex systems. Learn about symmetry, energy, entropy, and analytical tools for understanding phase transitions.

• Coursera
• 13 hours 12 minutes
• On-Demand
• Free Online Course (Audit)

Computational Neuroscience: Neuronal Dynamics of Cognition

This course explains the mathematical and computational models that are used in the field of theoretical neuroscience to analyze the collective dynamics of thousands of interacting neurons.

• edX
• 6 weeks, 4-6 hours a week
• On-Demand
• Free Online Course (Audit)

From Centrality Measures to Nanowire Networks - Disordered Systems Methods to the Rescue

Explore advanced network analysis techniques, from centrality measures to nanowire networks, using disordered systems methods to understand complex network dynamics and neuromorphic computing applications.

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

International Centre for Theoretical Sciences

Particle Methods for Optimization Over Measures - Lecture 3

Explore particle methods for measure optimization in this advanced lecture, covering theoretical foundations and practical applications in data science and machine learning.

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

Kavli Institute for Theoretical Physics

Dynamic Correlators for Kitaev Materials - A Mean-Field Approach - Tessa Cookmeyer

Explore dynamic correlators in Kitaev materials using mean-field theory. Gain insights into quantum magnetism and topological states, with applications to real materials and emergent phenomena.

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

Institute for Pure & Applied Mathematics (IPAM)

A Rigorous Framework for Embedding Realistic Interacting Quantum Systems

Explore a novel quantum embedding approach for coupling system fragments with long-range interactions, addressing limitations in current methodologies and offering systematic improvability for more reliable results.

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

Centrum Fizyki Teoretycznej PAN

Exploring a Terrain with Random Direction Changes

Explore stochastic modeling of an explorer's movement in inhomogeneous environments, analyzing delay equations and their implications for swarm behavior and aggregation transitions.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

BIMSA

Gromov-Witten Type Theory and Statistical Physics

Explore connections between Gromov-Witten theory and statistical physics, applying concepts from both fields to gain new insights and tackle complex problems in topological string theory.

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

Galileo Galilei Institute

Introduction to the Dynamics of Disordered Systems - Equilibrium and Gradient Descent - Part 3

Explore equilibrium dynamics and gradient descent in disordered systems, focusing on theoretical concepts and practical applications in statistical physics and optimization.

• YouTube
• 1 hour 36 minutes
• On-Demand
• Free Video

ICTP-SAIFR

Three-Dimensional Genome Architecture and Modeling - Lecture Series

Explore cutting-edge molecular biophysics research on genome architecture, organization modeling, and polymer collapse theory with leading experts in the field.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Cell Shape Variability and Its Implications in Epithelial Monolayers

Explore cell shape variability in epithelial monolayers, its universal distribution, origins, and implications for tissue dynamics and biological functions.

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

VinAI

Mean Field Limit in Neural Network Learning

Explore the mean field limit in neural network learning, examining optimization dynamics, convergence to global optima, and data representation in autoencoders. Gain insights from physics analogies.

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

Institut des Hautes Etudes Scientifiques (IHES)

Mean-Field Limits for Singular Flows

Explore mean-field limits for singular flows, focusing on Coulomb and Riesz interactions in gradient and conservative systems, with insights on convergence methods.

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