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This lecture is part of the São Paulo School of Advanced Science on Disordered Systems organized by ICTP-SAIFR, scheduled for April 28 - May 9, 2025. Join Professor Matthieu Wyart from Johns Hopkins University, USA and EPFL, Switzerland as he delivers the second class in his machine learning series. Explore advanced concepts in machine learning with a focus on disordered systems during this 90-minute session. For additional information about the complete program and registration details, visit the official school website at https://www.ictp-saifr.org/spsasds2025/.