SGN-2806 Neural Computation, During II period, 5 cr.

 

 

Professor Ari Visa,  ari.visa@tut.fi

Room TF309

Phone 3115 4388

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Lectures 24 h, exercises 12 h

 

 

 

Time and Place:                     The Course will be lectured during  II period. Lectures are mainly on Mondays  12.15 -14 a.m.  and on Fridays 14.15 - 16 p.m.. The first meeting will take place on the Monday, 22nd of October, 12:15 a.m. in the lecture room TB224.

 

Topics:                                    The course concentrates on basic and some more advanced methods of neuro computing. Besides the theory the possibilities to apply neuro computing to some application fields are considered.

 

 

Audience:                               The course is intended to students who are close to graduation in the fields of signal processing, computer science or telecommunication. The course is also suitable to post-graduate studies.

 

 

Requirements:                       The examination is based on the final exam and active participation in classroom exercises. M.Sc. Mikko Parviainen takes care of exercises, phone 4799, room TF313, Email mikko.p.parvianen@tut.fi . The first exercise  takes place on the 26th of October 2012, room TC407.

 

Exercises:                               Web page for the exercises can be reached

From http://www.cs.tut.fi/sgn/arg/SGN-2806/SGN2806-exer.html .

 

Literature:                             Neural Networks: a Comprehensive Foundation,  Simon Haykin, 2nd Ed. Prentice-Hall Inc., 1999.

                                                 

 

 

 

Date

Place

Subject

22.10.2012

12-14

TB224

Introduction Chapter 1 2806nn1.ppt

26.10.2012

14-16

TB222

Learning Chapter 2

2806nn2.ppt

29.10.2012

12 -14

TB224

Perceptron Chapter 3

2806nn3.ppt

2.11.2012

14-16

TB224

MPL Chapter 4

2806nn4.ppt

5.11.2012

12-14

TB224

RBF Chapter 5

2806nn5.ppt

9.11.2012

14-16

TB224

SVM Chapter 6

2806nn6.ppt

12.11.2012

12-14

TB224

Committee Machines Chapter 7

2806nn7.ppt

16.11.2012

14-16

TB224

PCA Chapter 8

2806nn8.ppt

19.11.2012

12-14

TB224

SOM Chapter 9

2806nn9.ppt

23.11.2012

12-14

TB224

Stochastic Machines Chapter 11

2806nn10.ppt

26.11.2012

12-14

TB224

Temporal Processing

Chapter 13

2806nn11.ppt

30.11.2012

12-14

TB224

Recurrent Neetworks

Chapter 15

2806nn12.ppt