Below are some pointers to the subjects of practical works ;

• Supervised classification with SVM : Subject
• Unsupervised classification (Kmeans/Kohonen) : Subject
• Supervised classification with ensemble methods : Subject
• EM and Mixture Models : Subject ; Subject and Code
• Bayesian Linear Regression and Kalman filter : Subject ; Subject and Code
• Gaussian Processes : Subject and Code
• Sampling : Subject
• Deep learning : Subjects

Old subjects :

• Supervised classification with ensemble methods : Subject , a possible solution
• Reinforcement learning : Subject and documentation ; a possible solution for the batch learners and a possible solution for the online learners