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Related lectures (31)

Phase Transitions in Physics and Machine Learning Log in to Mediaspace to watch this video

Explores phase transitions in physics and computational problems, highlighting challenges faced by algorithms and the application of physics principles in understanding neural networks.

Marvels and Pitfalls of the Langevin in Noisy High-Dimensional Inference Log in to Mediaspace to watch this video

Discusses metastability, phase transitions, approximate message passing algorithm limitations, and the efficiency of Langevin dynamics in high-dimensional inference.

Crystal Field Effects: Jahn Teller Effect Log in to Mediaspace to watch this video

Explores the Jahn Teller effect and its implications in crystal field theory.

Electron Microscopy: ESEM Log in to Mediaspace to watch this video

Explores Electron Scanning Electron Microscopy (ESEM) for imaging samples in various environments and studying phase transitions.

Phase Transitions: P-T Diagram Introduction Log in to Mediaspace to watch this video

Covers phase transitions, the P-T diagram, critical points, and latent heat.

Optimal Errors and Phase Transitions in Generalized Linear Models Log in to Mediaspace to watch this video

Covers optimal errors, phase transitions, and algorithm performance in linear models.

Catalysis: Catalyst Deactivation and Ageing Log in to Mediaspace to watch this video

Explores catalyst deactivation and ageing, discussing the impact of impurities, thermal transitions, and countermeasures in catalytic processes.

Light-Induced Phase Transitions Log in to Mediaspace to watch this video

Delves into light-induced phase transitions in quantum materials, comparing them to equilibrium transitions and exploring the potential for realizing novel phases.

Interfacial Phenomena: Size Effects and Phase Transitions Log in to Mediaspace to watch this video

Explores how material size impacts phase transitions and crystal growth in material science.

Eutectic Growth and Dendrite Formation in Aluminum Alloys Log in to Mediaspace to watch this video

Covers eutectic growth and dendrite formation in aluminum alloys, focusing on the Al-33% Cu alloy and its microstructural implications.

Scientific Machine Learning: Optimal Errors Log in to Mediaspace to watch this video

Explores optimal errors in high-dimensional models, comparing algorithms and shedding light on the interplay between model architecture and performance.

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