UPS M2 SID: Machine learning

Course material

Suppervised learning (in french)

Outlier detection

Kernel methods, High dimensional embedding illustration


TP1.ipynb, TP1.html
TP2.ipynb, TP2.html
TP3.ipynb, TP3.html
TP_PR_ROC.ipynb, TP_PR_ROC.html
TPoutlier.ipynb, TPoutlier.html.
The practical works in Python 3. Consider the command "precision[-1] = 0" to compute AUPR.
KDD network intrusion dataset.

TPkernelPCASVM.ipynb, TPkernelPCASVM.html
TPkernelRidge.ipynb, TPkernelRidge.html

Evaluation of the course: