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 topics such as stochastic optimization, deficiency of smooth models, sparsity, compressive sensing, and non-smooth minimization via subgradient descent. The instructor explains the concept of atomic norms and the application of stochastic gradient descent in statistical learning with streaming data.