UE Machine Learning for Computer Vision and Audio Processing

Informations aux utilisateurs

Veuillez noter que vous consultez une page du catalogue de formation 2020-2021. Le recrutement est actuellement terminé pour les licences, licences professionnelles, masters, DUT et formations réglementées de santé. Pour consulter le catalogue des formations 2021-2022, cliquez sur le lien suivant.

Diplômes intégrant cet élément pédagogique :

Descriptif

In this course we present recent state-of-the-art methods for visual object category representation and recognition, and the techniques that underpin these methods.   Methods will include so called "bag of  features" approaches, Fisher vectors, and convolutional neural networks for tasks such as instance-level image retrieval, image classification, object localization, semantic segmentation, image
caption generation and action recognition in videos.
On the machine learning side we consider clustering methods (k-means, mixutre of Gaussians), classification techniques (SVM, logistic discriminant), and kernels to obtain non-linear classifiers, as well as the principles underlying neural networks (multi-layer perceptron, back-propagation, convolutional networks, recurrent networks).

Informations complémentaires

Lieu(x) : Grenoble
Langue(s) : Anglais