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Lecture
Are you an EPFL student looking for a semester project?
Work with us on data science and visualisation projects, and deploy your project as an app on top of Graph Search.
This lecture covers the concept of VC dimension, focusing on practical algorithms like gradient descent and stochastic gradient descent. It explains the definition of convex sets, Lipschitz functions, and the characteristics of convexity. The instructor demonstrates the application of the gradient descent algorithm in convex optimization problems.