Register Now! Registration is open until 04 June 2026 12:00 AM Europe/Paris Machine learning in nonlinear and ultrafast photonics

Machine learning is a subset of artificial intelligence that uses advanced algorithmic methods to analyze data and to optimize system performance.  Machine learning is becoming a standard tool in ultrafast nonlinear photonics, with particular interest in exploring how optical nonlinearities can be exploited in optical computing. This talk will review this rapidly developing area, covering topics such as neural networks applied to data analysis, evolutionary algorithms for broadband source optimization, data-driven techniques for the discovery of physical models, and supercontinuum nonlinearity applied to optical neural networks. The talk will be at a tutorial level and suitable for non-specialists.