Control Systems Courses

Fields Institute

Data-Driven Modelling - Machine Learning and Dynamical Systems

Explore cutting-edge machine learning techniques for modeling complex dynamical systems through data-driven approaches and computational methods.

• YouTube
• 18 hours 28 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

Fields Institute

Kernel Methods for Machine Learning and Dynamical Systems

Explore advanced kernel methods in machine learning and dynamical systems through expert talks on Gaussian processes, functional data analysis, and sparse factorization techniques.

• YouTube
• 9 hours 2 minutes
• Self-Paced
• Free Video

Fields Institute

Deep Learning - Machine Learning and Dynamical Systems

Explore cutting-edge research connecting deep learning with dynamical systems through expert presentations on neural networks, control theory, and mathematical foundations.

• YouTube
• 4 hours 59 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Indo-French Workshop on Classical and Quantum Dynamics in Out of Equilibrium Systems

Explore classical and quantum dynamics in non-equilibrium systems through expert lectures on chaos, turbulence, many-body localization, and emergent phenomena.

• YouTube
• 22 hours 30 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Dynamics of Biological Systems - Summer Course 2024

Explore how physics principles explain complex biological behaviors, from predator-prey dynamics to bacterial motility, using nonlinear dynamics and statistical physics.

• YouTube
• 13 hours 40 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Quantitative Systems Biology - Winter School on Developmental Energetics and Metabolism

Explore cellular metabolism, bioenergetics, and thermodynamics through expert lectures on developmental biology, metabolic networks, and quantitative systems approaches.

• YouTube
• 1 day 9 hours 34 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Statistical Physics of Complex Systems - 2022

Explore advanced statistical physics concepts through expert lectures on integrable systems, phase transitions, thermodynamic uncertainty relations, and active matter dynamics.

• YouTube
• 1 day 3 hours 55 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Ergodic Theory and Dynamical Systems 2022

Explore advanced topics in ergodic theory and dynamical systems through expert lectures on Diophantine approximation, homogeneous dynamics, and measure theory applications.

• YouTube
• 1 day 16 hours 22 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Tipping Points in Complex Systems

Explore critical transitions in complex systems through dynamical theory, early warning signals, stochastic processes, and real-world applications in climate, ecology, and biology.

• YouTube
• 1 day 11 hours 3 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Quantitative Systems Biology - Neural Computation and Behavior

Explore neural circuits, sensory coding, and computational principles underlying animal behavior through expert lectures on membrane excitability, olfactory navigation, and sensorimotor control.

• YouTube
• 1 day 6 hours 2 minutes
• Self-Paced
• Free Video

ICTP Mathematics

Mixing and Control - Mathematical Control Theory for Stochastically Perturbed Dynamical Systems

Explore advanced mathematical control theory and mixing properties of stochastically perturbed dynamical systems through mini courses and research seminars.

• YouTube
• 21 hours 31 minutes
• Self-Paced
• Free Video

ICTP Mathematics

School and Conference on Dynamical Systems

Explore advanced dynamical systems theory through expert lectures on chaotic dynamics, conservative systems, ergodic theory, and geometric aspects from leading mathematicians.

• YouTube
• 2 days 9 hours 28 minutes
• Self-Paced
• Free Video

ICTP Mathematics

School on Algebraic, Geometric and Probabilistic Aspects of Dynamical Systems and Control Theory

Explore algebraic, geometric and probabilistic aspects of dynamical systems through expert minicourses covering counting techniques, group actions, symbolic dynamics, and Brownian motion.

• YouTube
• 1 day 6 hours 1 minute
• 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