EPFL Graduation Ceremony 2001Showcases the EPFL Graduation Ceremony in 2001, celebrating academic achievements and emphasizing interdisciplinary collaboration and societal impact.
EPFL Graduation Ceremony 2014Showcases the EPFL graduation ceremony of 2014, celebrating achievements, innovation, and the evolving education landscape.
Virtual Work IIExplores virtual work in mechanical systems, equilibrium of external loads, and linear elastic behavior in beams.
Splines: Least-Squares MethodExplores splines, emphasizing the least-squares method for interpolating splines and demonstrating its application using MATLAB.
Complex Roots and PolynomialsExplores complex roots, polynomials, and factorizations, including roots of unity and the fundamental theorem of algebra.
Introduction to Structural MechanicsIntroduces key concepts in structural mechanics, such as determinate and indeterminate systems, linear superposition, and stress-strain relationships.
Model EvaluationExplores underfitting, overfitting, hyperparameters, bias-variance trade-off, and model evaluation in machine learning.