Pattern Recognition and Machine Learning
ENSIMAG - H 104
Année Scolaire 2010-2011
ENSIMAG
3 - MMIS Option
Image et Réalite Virtuelle
URL : http://www-prima.imag.fr/Prima/Homepages/jlc/Courses/2010/ENSI3.PRML/ENSI3.PRML.html
Class Notes (All classes will be in English).
29 Sep 2010: Lesson 1: Course
Overview and some introductory concepts
06 Oct 2010: Lesson 2: Bayesian
Probability Theory
13 Oct 2010: Lesson 3: Gaussian
Probability Density Functions
20 Oct 2010: Lesson Canceled - Makeup to be arranged
27 Oct 2010: Vacance de Toussaint
03 Nov 2010: Lesson 4: Estimating the
Parameters for a Gaussian Model
10 Nov 2010: Lesson Canceled - Makeup to be arranged
17 Nov 2010: Lesson
5: Estimation the Parameters for a
Gaussian Model
24 Nov 2010: Lesson 6: Generative
Methods for Classification
01 Dec 2010: Lesson 7: Linear
Methods for
Discriminative Recognition
08 Dec 2010 : Lesson 8: Face
Detection by Boosted linear Classifiers
05 Jan 2010 : Lesson 9: Face
Recognition with Principal Components Analysis
12 Jan 2011 : Lesson 10: Perceptrons
and Kernel Methods
18 Jan 2011 : Lesson 11: Support
Vector Machines
Exercises
- Lesson 1-5 Exercise
- Lesson 6 Exercise
- Lesson 7 Exercise
- Lesson 8 Exercise
- Lesson 9 Exercise
- Lesson 10 Exercise
- Lesson 11 Exercise
URL :
http://www-prima.imag.fr/Prima/Homepages/jlc/Courses/2010/ENSI3.PRML/ENSI3.PRML.html
NB : Ces fichiers peuvent etre
copié, reproduit
et et inclus dans autre texte, sous condition d'inclure une citation :
Crowley, J. L. , "Notes du cours "Pattern Recognition and Machine
Learning",
ENSIMAG 3, Septembre 2010 - Janvier 2011.
Mise a jour par James L. Crowley - 4 Jan 2011