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#Reservoir Computing

Showing: 17 courses
Santa Fe Institute

Harnessing Chaos and Predicting the Unpredictable with Artificial Intelligence

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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.
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1 Lesons
1 hour 20 minutes
On-Demand
Free-Video
Santa Fe Institute

Next-Generation Reservoir Computing

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Explore cutting-edge advancements in reservoir computing, a powerful machine learning technique for processing sequential data and solving complex temporal problems.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Fields Institute

Transport in Reservoir Computing

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Explore the intersection of machine learning and dynamical systems, focusing on transport phenomena in reservoir computing and its applications in data analysis and prediction.
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1 Lesons
32 minutes
On-Demand
Free-Video
Alan Turing Institute

Physics-Constrained Reservoir-Computing for Turbulence and Chaotic Learning

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Explore physics-constrained reservoir-computing for turbulence and chaotic learning, combining physical principles with empirical modeling to predict and optimize complex fluid flows in aerospace propulsion and turbulence.
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1 Lesons
56 minutes
On-Demand
Free-Video
Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Learn One Size to Infer All: Exploiting Symmetries in Dynamical Systems Using Scalable Neural Networks

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Explore symmetries in dynamical systems using scalable neural networks to infer patterns across various sizes and complexities.
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12 Lesons
56 minutes
On-Demand
Free-Video
Fields Institute

Kernelization of Reservoir Systems

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Explore advanced techniques in machine learning and dynamical systems, focusing on the kernelization of reservoir systems and their applications in data analysis.
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1 Lesons
33 minutes
On-Demand
Free-Video
Fields Institute

Understanding Forecasting with Reservoir Computing via Synchronization

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Explore reservoir computing's forecasting capabilities through synchronization, presented by Juan Pablo Ortega at the Fourth Symposium on Machine Learning and Dynamical Systems.
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1 Lesons
29 minutes
On-Demand
Free-Video
Fields Institute

Predicting Tipping Points with Reservoir Computing

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Explore reservoir computing techniques for predicting critical transitions in complex systems, with applications in climate science and ecology.
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1 Lesons
27 minutes
On-Demand
Free-Video
Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Experimental Investigation of a Microring-Based Time-Delay Reservoir Computing

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Explore microring-based time-delay reservoir computing through experimental investigation, delving into advanced concepts and practical applications in photonic computing.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Reservoir Computing in Quantum Systems

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Explore quantum reservoir computing, its applications, and potential for enhancing machine learning in quantum systems.
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1 Lesons
46 minutes
On-Demand
Free-Video
Conference GSI

Cold Starting of Reservoir Systems in the Forecasting of Dynamical Systems

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Explore cold starting techniques for reservoir systems to enhance dynamical system forecasting. Gain insights into advanced prediction methods.
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1 Lesons
24 minutes
On-Demand
Free-Video
Centrum Fizyki Teoretycznej PAN

Efficient Optical Computing with Exciton-Polaritons

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Explore efficient optical computing using exciton-polaritons, combining photonic processing benefits with strong optical nonlinearity for high-performance, energy-efficient all-optical neural networks.
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14 Lesons
57 minutes
On-Demand
Free-Video
ICTP-SAIFR

Structure-to-Function Relationship in Neuronal Cultures: Applications to Biological Machine Learning and Reservoir Computing - Class 2

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Explore structure-function relationships in neuronal cultures, focusing on biological machine learning and reservoir computing applications.
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1 Lesons
55 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

Causality Detection and Multi-Scale Decomposition of the Climate System Using Machine Learning

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Explore machine learning approaches for detecting causal relationships and meaningful patterns in climate systems, focusing on Reservoir Computing and Multi-Resolution Dynamic Mode Decomposition techniques.
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1 Lesons
32 minutes
On-Demand
Free-Video
ICTP-SAIFR

Structure-to-Function Relationship in Neuronal Cultures: Applications to Biological Machine Learning and Reservoir Computing - Class 1 of 3

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Explore structure-function relationships in neuronal cultures, focusing on biological machine learning and reservoir computing applications.
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1 Lesons
1 hour
On-Demand
Free-Video
International Centre for Theoretical Sciences

Dynamical Systems and Reservoir Computing - Lecture 1

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Explore dynamical systems and reservoir computing applications in climate network analysis, focusing on methods for understanding and predicting climate patterns and phenomena.
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1 Lesons
48 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Dynamical Systems and Reservoir Computing - Lecture 2

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Delve into dynamical systems and reservoir computing applications in climate networks, focusing on analysis methods, bifurcation behavior, and network characterizers for climate data organization.
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1 Lesons
29 minutes
On-Demand
Free-Video