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Explore the fascinating realm of spectral learning in this comprehensive lecture delivered by Lorenzo Chicchi at the Galileo Galilei Institute. Delve into the fundamental principles and advanced techniques of this powerful machine learning approach over the course of 1 hour and 10 minutes. Gain insights into how spectral methods can be applied to various learning tasks, including dimensionality reduction, clustering, and feature extraction. Discover the mathematical foundations underlying spectral learning algorithms and their applications in real-world scenarios. Enhance your understanding of this cutting-edge field and its potential to revolutionize data analysis and pattern recognition across diverse domains.