Complex Systems Modeling Courses and Certifications

Alan Turing Institute

Universality Classes for 1+1 Dimensional Systems

Explore universality classes in 1+1 dimensional systems, focusing on weak universality conjecture, graphical construction, and links to Brownian web. Gain insights into complex systems modeling.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

Jane Hillston - Moment Analysis, Model Reduction and London Bike Sharing

Explore moment analysis and model reduction techniques for complex systems, with applications to London's bike-sharing system. Learn about PCTMCs, moment equations, and directed contribution graphs.

• YouTube
• 25 minutes
• On-Demand
• Free Online Course

AGU

Modeling Multisector Dynamics to Inform Adaptive Pathways

Explore multisector dynamics research for understanding complex system interactions and informing adaptive strategies across technological, societal, natural, and managed sectors.

• YouTube
• 1 hour 32 minutes
• On-Demand
• Free Online Course

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 Online Course

Alan Turing Institute

Understanding the Geopolitical Structure of the USA

Explore statistical approaches for analyzing geopolitical structures in the USA, combining data analysis with complex systems modeling to uncover crucial features and patterns.

• YouTube
• 32 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

Learning Models by Making Them Interact

Explore new approaches to data-driven modeling of complex systems, combining statistical inference, high-throughput computation, and physical laws for more accurate predictions in various scientific fields.

• YouTube
• 42 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

Phase Transitions for Mean Field Limits of Noisy Interacting Agents

Explore phase transitions in mean field limits of noisy interacting agents, examining complex systems modeling and statistical approaches for accurate predictions in various scientific fields.

• YouTube
• 40 minutes
• On-Demand
• Free Online Course

Maximum Entropy Methods

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In this tutorial, Simon DeDeo introduces MaxEnt through a series of examples, taking students from the basics of the subject up to its applications in science and engineering

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

Alan Turing Institute

Neural Networks as Interacting Particle Systems

Explore neural networks as interacting particle systems, examining their mathematical foundations and applications in complex systems modeling across various scientific disciplines.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

Stability and Inference for Position-Dependent Langevin Diffusions

Explore stability and inference in position-dependent Langevin diffusions, combining statistical inference, computation, and physical laws for complex systems modeling across various scientific domains.

• YouTube
• 37 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

Stratification for Markov Chain Monte Carlo

Explore advanced Markov Chain Monte Carlo techniques, focusing on stratification methods for complex systems modeling and statistical inference in various scientific domains.

• YouTube
• 39 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

From Micro to Macro in Collective Dynamics

Explore methods for modeling collective dynamics, from microscopic to macroscopic scales. Learn techniques for analyzing complex systems in various scientific fields.

• YouTube
• 38 minutes
• On-Demand
• Free Online Course

Fields Institute

Continuum Attention for Neural Operators

Explore innovative Continuum Attention techniques for Neural Operators, enhancing machine learning applications in dynamical systems and expanding the field's capabilities.

• YouTube
• 24 minutes
• On-Demand
• Free Online Course

Fields Institute

Learning Coarse-Grained Dynamics on Graphs

Explore coarse-grained dynamics on graphs with John Harlim, delving into advanced machine learning techniques for dynamical systems analysis and modeling.

• YouTube
• 29 minutes
• On-Demand
• Free Online Course

ENS de Lyon

Décision, Complexité, Risques

Ce MOOC pluridisciplinaire croise les regards du sociologue, du musicien, du médecin, du philosophe, de l’ingénieur… chacun offrant des pistes de réflexion pour aider à mieux décider dans un environnement complexe et à agir en situation de crise.

• France Université Numerique
• 6 weeks, 2 hours a week
• Finished
• Free Certificate