Number of hours
- Lectures 18.0
- Projects -
- Tutorials -
- Internship -
- Laboratory works -
- Written tests -
ECTS
ECTS 3.0
Goal(s)
Contact Massih-Reza AMINI
Responsible(s)
Massih-Reza AMINI
Content(s)
Prerequisites
Test
Reports: 30% of the mark
Final Examen: 70% of the mark
The exam is given in english only 
Calendar
The course exists in the following branches:
- Curriculum - Master 2 in Computer Science - Semester 9 (this course is given in english only
) - Curriculum - Master 2 in Computer Science - Semester 9 (this course is given in english only )
- Curriculum - Master 2 in Applied Mathematics - Semester 9 (this course is given in english only )
- Curriculum - Master 2 in Computer Science - Semester 9 (this course is given in english only )
- Curriculum - Master 2 in Computer Science - Semester 9 (this course is given in english only )
Additional Information
Course ID : WMM9MO21
Course language(s):
You can find this course among all other courses.
Bibliography
[1] Massih-Reza Amini - Apprentissage Machine de la théorie à la pratique, Eyrolles, 2015.
[2] Christopher Bishop - Neural Networks for Pattern Recognition, Oxford University Press, 1995.
[3] Richard Duda, Peter Hart & David Strok - Pattern Classification, John Wiley & Sons, 1997.
[4] John Shawe-Taylor & Nello Cristianini - Kernel Methods for Pattern Analysis, Cambridge University Press, 2004.
[5] Colin McDiarmid - On the method of bounded differences,Surveys in Combinatorics, 141:148-188, 1989.
[6] Mehryar Mohri, Afshin Rostamzadeh & Ameet Talwalker - Foundations of Machine Learning, MIT Press, 2012.
[7] Bernhard Schölkopf & Alexander J. Smola - Learning with Kernels, MIT Press, 2002.
[8] Vladimir Kolchinskii - Rademacher penalties and structural risk minimization, IEEE Transactions on Information Theory, 47(5):1902–1914, 2001.