Chaos Theory Courses and Certifications

Fields Institute

Machine Learning and Dynamical Systems

Explore cutting-edge research connecting machine learning with dynamical systems through 40+ expert presentations on reservoir computing, Koopman operators, and neural differential equations.

• YouTube
• 20 hours 58 minutes
• Self-Paced
• Free Video

Fields Institute

Reservoir Computing - Machine Learning and Dynamical Systems

Explore cutting-edge reservoir computing techniques across hardware implementations, chaos prediction, and applications in turbulence, finance, and photonics through expert presentations.

• YouTube
• 8 hours 24 minutes
• Self-Paced
• Free Video

ICTP Mathematics

Dynamical Systems

Explore mathematical systems that evolve over time through 20 comprehensive lectures covering fundamental theory, applications, and advanced concepts in dynamical systems.

• YouTube
• 1 day 4 hours 18 minutes
• Self-Paced
• Free Video

Centre de recherches mathématiques - CRM

CRM CAMP in Nonlinear Analysis - Computer-Assisted Methods of Proof

Explore computer-assisted proof methods for dynamical systems and nonlinear analysis through expert presentations on chaos, bifurcations, and rigorous numerical techniques.

• YouTube
• 2 days 10 hours 41 minutes
• Self-Paced
• Free Video

Ross Dynamics Lab

Bifurcation Theory - Saddle-Node, Hopf, Transcritical, Pitchfork

2 ratings

Explore saddle-node, transcritical, pitchfork, and Hopf bifurcations in dynamical systems. Learn how these phenomena affect phase portraits and system behavior as parameters change.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Topology Shapes Dynamics of Higher-order Networks

Exploring how higher-order network interactions influence non-linear dynamics, synchronization, and percolation in complex systems like brain networks and climate patterns.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Making Sense of Chaos - A Better Economics for a Better World

Explore how complexity economics can revolutionize our understanding of global economic challenges and lead to better predictions and solutions for a more sustainable future.

• YouTube
• 1 hour 38 minutes
• Self-Paced
• Free Video

Harnessing Chaos and Predicting the Unpredictable with Artificial Intelligence

Explore how Reservoir Computing and AI can predict chaotic systems like weather and brain dynamics, pushing beyond traditional forecasting limits and combining knowledge-free and knowledge-based approaches.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

NPTEL;  IIT Delhi

Introductory Non-Linear Dynamics

This course is designed to introduce students to the basic ideas of Dynamical systems, Stability, and chaos, largely using Iterative mappings as the model. The course will focus on qualitative ideas and will require students to explore dynamics through s…

• YouTube
• 6 hours
• Self-Paced
• Free Video

ICTP Mathematics

Dynamical Systems - Lecture 17

Explore advanced concepts in dynamical systems theory, focusing on complex mathematical principles and their applications in modeling real-world phenomena.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

ICTP Mathematics

Dynamical Systems - Lecture 15

Explore advanced concepts in dynamical systems theory, focusing on complex mathematical principles and their applications in modeling and analyzing evolving systems over time.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

ICTP Mathematics

Dynamical Systems - Lecture 12

Explore advanced concepts in dynamical systems theory, focusing on complex mathematical principles and their applications in modeling and analyzing dynamic phenomena.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

ICTP Mathematics

Dynamical Systems - Lecture 10

Explore advanced concepts in dynamical systems theory, focusing on complex mathematical principles and their applications in modeling real-world phenomena.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

ICTP Mathematics

Dynamical Systems - Lecture 8

Explore advanced concepts in dynamical systems theory, focusing on complex mathematical principles and their applications in modeling real-world phenomena.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

ICTP Mathematics

Dynamical Systems - Lecture 02

Explore advanced concepts in dynamical systems theory, focusing on mathematical principles and applications in complex systems analysis and modeling.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video