Tiago De Freitas Pereira
EPFL AVP-PGE EDEE-ENS
ELB 112 (Bâtiment ELB)
Station 11
CH-1015 Lausanne
Local:
ELB 112
EPFL
>
VPA
>
VPA-AVP-PGE
>
AVP-PGE-EDOC
>
EDEE-ENS
Enseignement & Phd
Cours
Fundamentals in statistical pattern recognition
** Data representation
** Supervised/unsupervised models (from regression and classification to probability distribution modelling)
** Overview: Linear models, Principal Component Analysis (PCA), Linear Discriminant Analysis (LDA), Multi-Layered Perceptron (MLP), Support Vector Machines (SVM), k-Means, Gaussian Mixture Models (GMM) Hidden Markov Models (HMM), Ses