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ens_cds_seminarslides

This is a repository containing the slides used during the students seminars of the CDS at ENS.

mariarefinetti.github.io

nn2pp

Utilities to train two-layer neural networks

nonconvex-lr

Codes for theoretical study of learning rate scheduling in non-convex problems.

nonlinearshallowae

random_features

Codes to obtain the asymptotic Bias - Variances decomposition of a Random Feature system. The code also allows to obtain the generalisation error for an ensenbled system of random features as well as for a "divide and conquer".

rfvs2lnn_gmm_online

Implementation of numerical simulation and analytical computations for the training, via online SGD, of two layer neural networks and random features on a mixture of Gaussian.