Coarse-Graining Courses and Certifications

Cambridge Materials

A Weak Convergence Viewpoint on Invertible Coarse-Graining

Explore weak convergence in invertible coarse-graining, combining force-matching with neural networks to recover fine-grained free energy surfaces in biomolecular systems.

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

Complexity Explorer

Introduction to Renormalization

Discover mathematical techniques for simplifying complex systems by systematically removing irrelevant details while preserving essential physics across scales.

• YouTube
• 4 hours 36 minutes
• On-Demand
• Free Video

Coarse-Graining, Renormalization and Universality - Lecture 1

Explore coarse-graining, renormalization, and universality in complex systems. Learn key concepts and applications in mathematical, biological, cognitive, and social sciences.

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

Introduction to Renormalization

12 reviews

This tutorial provides a modern introduction to renormalization from a complex systems point of view.

• Complexity Explorer
• 1 hour
• On-Demand
• Free Online Course

Institute for Advanced Study

Black Hole Coarse Graining, Connes-Cocycle Flow, and Its Bulk Dual - Raphael Bousso

Explore black hole coarse graining, Connes-Cocycle flow, and its bulk dual in this advanced physics lecture, delving into entanglement wedge complementarity and ensemble interpretation.

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

Society for Industrial and Applied Mathematics

Coarse-graining, Renormalization, and Quantitative Homogenization in PDE Analysis

Explore quantitative homogenization in elliptic and parabolic equations, focusing on coarse-graining and renormalization techniques. Discuss applications to degenerate equations and mathematical physics models.

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

INI Seminar Room 2

Estimation of Continuum Models for Active Soft Materials and Data-Driven Coarse-Graining

Explore advanced continuum models and data-driven approaches for analyzing soft materials, focusing on non-equilibrium states and adaptive control in living matter systems.

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

Bogolyubov Institute for Theoretical Physics

Coarse Graining and Multiscale Modeling of DNA - Part 2

Delve into advanced DNA modeling techniques, exploring coarse graining and multiscale approaches for understanding complex molecular structures and interactions at different computational levels.

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

Bogolyubov Institute for Theoretical Physics

Coarse Graining and Multiscale Modeling of DNA - Part 1

Explore advanced computational techniques for DNA modeling, focusing on coarse-graining methods and multiscale approaches to understand DNA structure and dynamics at different resolutions.

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

Cambridge Materials

Anisotropic Machine Learning Representations for Coarse-Graining

Explore AniSOAP, an anisotropic generalization of SOAP for machine learning in atomistic simulations, enabling better representation of macromolecular systems and orientation-dependent interactions between atom groups.

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

Kavli Institute for Theoretical Physics

Probing Thermodynamic Stability With Generative Models - From Sampling to Coarse-Graining and Back

Exploring generative models for thermodynamic stability analysis, from sampling techniques to coarse-graining methods, with applications in nanoparticle assembly and functional materials design.

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

Alan Turing Institute

Coarse-Graining Stochastic Dynamics

Explore techniques for simplifying complex stochastic systems through coarse-graining, enabling practical computation and accurate prediction in various scientific fields.

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

Valence Labs

Chemically Transferable Generative Backmapping of Coarse-Grained Proteins

Explore innovative machine learning techniques for generative backmapping of coarse-grained proteins, focusing on transferability, reliability, and efficiency in molecular simulations.

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

Institute for Pure & Applied Mathematics (IPAM)

Slow Time-Scale Behavior of Fast Microscopic Dynamics - IPAM at UCLA

Explores computational methods for understanding slow time-scale behavior of rapid microscopic dynamics, with applications in materials modeling and plasticity. Presents theory and examples for coarse-graining complex systems.

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

Institute for Pure & Applied Mathematics (IPAM)

Learning Uncertainty-Aware Models of Defect Kinetics at Scale - IPAM at UCLA

Explore advanced techniques for modeling metal properties, including energy landscape exploration, coarse-graining with uncertainty quantification, and descriptor-based approaches for capturing diverse material characteristics.

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