Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC) Courses

Bayesian Machine Learning in Practice

Discover practical applications of Bayesian methods in machine learning through hands-on implementation and real-world examples.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Training the Untrainable - Learning to Backpropagate Through Spikes and Time

Discover how to train spiking neural networks by developing backpropagation techniques that work through discrete spikes and temporal dynamics.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Quantum Reservoir Computing with Metastable Dynamics

Explore quantum reservoir computing using metastable dynamics to understand advanced computational methods in quantum systems and complex physics applications.

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

Just When You Thought You Knew Everything About Fractal Aggregates

Explore the surprising complexities and latest discoveries in fractal aggregate structures that challenge conventional understanding.

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

Packaging and Assembly Advancements for Commercialization of Neuromorphic PIC

Explore cutting-edge packaging and assembly techniques advancing the commercialization of neuromorphic photonic integrated circuits (PICs) and their industrial applications.

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

Thermodynamics of Coupled Time Crystals With an Application to Energy Storage

Explore the fascinating intersection of thermodynamics and time crystals, examining their potential applications in revolutionary energy storage systems and coupled dynamics.

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

Innovation Diffusion Models

Explore innovation diffusion models and their applications in understanding how new ideas and technologies spread through society.

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

Temporal Network Embedding Using Classical Multidimensional Scaling

Explore temporal network embedding techniques using classical multidimensional scaling for advanced data analysis and visualization.

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

Stochastic Thermodynamics of Imitation Models

Explore stochastic thermodynamics in imitation models, examining complex systems and interdisciplinary physics concepts at the forefront of research.

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

Segregation in Urban Systems and Mobility

Explore urban segregation patterns and their impact on mobility systems, analyzing complex interactions between social dynamics and city structures.

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

Towards Understanding Social Hysteresis - Insights from Statistical Physics and Surprises

Explore social hysteresis through statistical physics, uncovering insights and surprises in complex societal dynamics.

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

Gene-Regulatory Networks Viewed Through Statistical Mechanical Glasses

Explore statistical mechanics principles applied to gene-regulatory networks, examining their complex interactions and regulatory mechanisms through a physics-based analytical framework.

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

Parameter Estimation Using the Emitted Light of a Collective Atomic System

Explore parameter estimation techniques using emitted light from collective atomic systems, focusing on interdisciplinary physics applications.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Inequality in an Agent-Based Model of Capitalism

Explore an agent-based model examining inequality within capitalist systems through complex physics and interdisciplinary analysis.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Thermodynamics of Bose Condensation in Nonequilibrium Quantum Gases

Explore the thermodynamic principles governing Bose condensation phenomena in quantum gases under nonequilibrium conditions.

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