Complexity Explorer Courses

Santa Fe Institute

Introduction to Complexity

145 reviews

In this course you'll learn about the tools used by scientists to understand complex systems. The topics you'll learn about include dynamics, chaos, fractals, information theory, self-organization, agent-based modeling, and networks.

• Complexity Explorer
• 10 weeks, 3-6 hours a week
• On-Demand
• Free Online Course

• Best of All Time

In this course you'll gain an introduction to the modern study of dynamical systems, the interdisciplinary field of applied mathematics that studies systems that change over time.

• Complexity Explorer
• 10 weeks, 3-6 hours a week
• On-Demand
• Free Online Course

• Best of All Time

Explore fractals, scaling, and power laws in natural and social systems. Learn to calculate fractal dimensions, analyze power law distributions, and examine applications in metabolic and urban scaling.

• Complexity Explorer
• 7 weeks, 2-4 hours a week
• On-Demand
• Free Online Course

• Best of All Time

This course covers several mathematical techniques that are frequently used in complex systems science. The techniques are covered in independent units, taught by different instructors.

• Complexity Explorer
• On-Demand
• Free Online Course

Santa Fe Institute

Introduction to Differential Equations

13 reviews

This tutorial contains excerpts from David Feldman's Dynamical Systems course.

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

Santa Fe Institute

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

Santa Fe Institute

Introduction to Information Theory

12 reviews

This tutorial introduces fundamental concepts in information theory.

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

Santa Fe Institute

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

Santa Fe Institute

Fundamentals of NetLogo

8 reviews

This tutorial will present you with the basics of how to use NetLogo to create an agent-based modeling.

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

Santa Fe Institute

Game Theory I - Static Games

8 reviews

This course is designed to provide a high-level introduction to static, non-cooperative game theory.

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

Santa Fe Institute

Functions and Iterations

6 reviews

This tutorial contains excerpts from David Feldman's Dynamical Systems course.

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

Santa Fe Institute

Fundamentals of Machine Learning

6 reviews

In this tutorial, Dr. Artemy Kolchinsky and Dr. Brendan Tracey outline exactly what it is that makes machine learning so special in an accessible way.

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

Santa Fe Institute

Random Walks

5 reviews

The goal of this tutorial is to outline some elementary, but beautiful aspects of random walks.

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

Santa Fe Institute

Vector and Matrix Algebra

4 reviews

This tutorial introduces students to essential ideas related to vectors and matrices.

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

Santa Fe Institute

Ordinary Differential Equations

3 reviews

This tutorial contains excerpts from Elizabeth Bradley's Nonlinear Dynamics course.

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