Introduction to Complex Systems
( 30 Modules )

Module #1
Introduction to Complex Systems
Defining complex systems, importance, and scope

Module #2
Characteristics of Complex Systems
Complexity, nonlinearity, emergence, and interconnectedness

Module #3
Types of Complex Systems
Physical, biological, social, and engineered systems

Module #4
Case Studies in Complex Systems
Examples from ecology, economics, and social networks

Module #5
Systems Thinking
Holistic approach, systems dynamics, and mental models

Module #6
Graph Theory and Network Analysis
Introduction to graph theory, network metrics, and visualization

Module #7
Dynamical Systems
Introduction to nonlinear dynamics, attractors, and bifurcations

Module #8
Chaos Theory and the Butterfly Effect
Sensitivity to initial conditions, fractals, and unpredictability

Module #9
Self-Organization and Emergence
Spontaneous pattern formation and emergent behavior

Module #10
Phase Transitions and Critical Phenomena
Universality, scaling, and critical exponents

Module #11
Complexity and Information
Shannon entropy, information theory, and data compression

Module #12
Agent-Based Modeling
Introduction to ABM, agents, and simulation

Module #13
Complex Systems and Policy
Complexity-informed policy making and decision support

Module #14
Complexity and Economics
Complexity economics, networks, and systemic risk

Module #15
Social Network Analysis
Network structure, centrality measures, and diffusion

Module #16
Computational Modeling of Complex Systems
Introduction to Python and programming for complex systems

Module #17
Data Analysis for Complex Systems
Data visualization, statistics, and machine learning for complex systems

Module #18
Case Studies in Complex Systems II
Applications in epidemiology, climate science, and urban planning

Module #19
Complex Systems and Resilience
Resilience, robustness, and vulnerability in complex systems

Module #20
Complex Systems and Sustainability
Sustainability, sustainability science, and complex systems

Module #21
Ethics and Complex Systems
Ethical considerations in complex systems research and practice

Module #22
Complex Systems and Artificial Life
Artificial life, artificial intelligence, and complex systems

Module #23
Complex Systems and Human Systems
Human behavior, cognition, and complex systems

Module #24
Complex Systems and Environmental Systems
Environmental systems, ecology, and complex systems

Module #25
Complex Systems and Infrastructure
Infrastructure, transportation, and complex systems

Module #26
Complex Systems and Health
Healthcare, epidemiology, and complex systems

Module #27
Complex Systems and Education
Education, learning, and complex systems

Module #28
Complex Systems and Governance
Governance, institutions, and complex systems

Module #29
Complex Systems and Technology
Technology, innovation, and complex systems

Module #30
Course Wrap-Up & Conclusion
Planning next steps in Introduction to Complex Systems career

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Introduction to Complex Systems ( 30 Modules )

Introduction to Complex Systems
( 30 Modules )