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Subjects
Computer Science
Complex Systems Modeling

Free Online

Complex Systems Modeling Courses and Certifications

Explore how to model, analyze, and simplify complex systems using tools like JuliaSim and probabilistic networks. Learn practical techniques such as model reduction, moment analysis, and threat modeling through beginner-friendly tutorials on YouTube and Complexity Explorer. Ideal for those interested in systems science, data-driven modeling, and real-world applications.

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The Julia Programming Language
JuliaSim Modeling Language: Composing Complex Systems with ModelingToolkit - JuliaCon 2024

Explore JuliaSim Modeling Language: a declarative approach for composing complex systems using ModelingToolkit, offering easier learning, better diagnostics, and enhanced model reasoning.
- YouTube
- 27 minutes
- On-Demand
- Free Video
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 Video
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
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- Free Video
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 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
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 Video
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 Video
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 Video
Maximum Entropy Methods
10 reviews

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
Valence Labs
Molecular Modeling of Complex Biological Systems

Explore molecular modeling techniques for complex biological systems, focusing on chromatin dynamics, DNA methylation effects, and histone tail modeling. Learn to predict system responses to modifications and mutations.
- YouTube
- 35 minutes
- On-Demand
- Free Video
Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)
Probabilistic Networks for Modeling Complex Systems

Explore probabilistic networks for modeling complex systems, focusing on applications in physics and interdisciplinary fields.
- YouTube
- 59 minutes
- On-Demand
- Free Video
BIMSA
Topology of Complex Systems - Mathematical Modeling and GLMY Theory

Explore advanced topological theories and GLMY homology for analyzing high-order interactions in complex networks, with applications in disease research, microbiology, and materials science.
- YouTube
- 50 minutes
- On-Demand
- Free Video
LeadDev
Modeling Complex Systems Using Interactive Dashboards

Discover how to build interactive system dashboards that serve as blueprints for complex systems, improving debugging efficiency and change management while reducing operational risks.
- YouTube
- 11 minutes
- On-Demand
- Free Video
Fields Institute
Data and Complex Systems Modeling: Past and Present Perspectives

Explore insights on data-driven modeling of complex systems, blending historical perspectives with current approaches in machine learning and dynamical systems.
- YouTube
- 30 minutes
- On-Demand
- Free Video
ETHTaipei
Threat Modeling for Complex Systems in Web3

Dive into advanced threat modeling techniques for Web3 systems, exploring security frameworks and risk assessment strategies for complex blockchain architectures.
- YouTube
- 31 minutes
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