Undervisningsplan

DatoUndervises avStedTemaKommentarer / ressurser
30.08.2011Jim Torresen  OJD 1416 Auditorium Smalltalk  Course Overview, Introduction to EC and ML  Marsland (chapter 1), Eiben & Smith (chapter 1)

Handouts: 4p 1p 

06.09.2011Kazi Shah Nawaz Ripon   OJD 1416 Auditorium Smalltalk   Search & optimization algorithms, Introduction to evolutionary algorithm   Marsland (chapter 11), Eiben & Smith (chapter 2)

Handouts: 4p 1p

Exercise 

13.09.2011Kazi Shah Nawaz Ripon   OJD 1416 Auditorium Smalltalk   Genetic algorithms  Eiben & Smith (chapter 3)

Handouts: 4p 1p

Exercise 

20.09.2011Kazi Shah Nawaz Ripon   OJD 1416 Auditorium Smalltalk  Evolutionary strategies, Evolutionary programming, Genetic programming, Multi-objective evolutionary algorithm   Eiben & Smith (chapter 4, 5, 6, 9.5)

Handouts: 4p 1p

Exercise 

27.09.2011Kazi Shah Nawaz Ripon  OJD 1416 Auditorium Smalltalk  Swarm intelligence, Artificial immune system  Handouts: 4p 1p

On-line papers:

ACO 1, ACO 2, ACO 3, AIS 1

Exercise 

04.10.2011Kazi Shah Nawaz Ripon   OJD 1416 Auditorium Smalltalk  Interactive evolutionary computation. Working with evolutionary algorithms, Hybridization (Memetic algorithms)  On-line papers, Eiben & Smith (chapter 10, 14)

Handouts: 4p 1p

On-line papers: IEC

Exercise 

11.10.2011Kazi Shah Nawaz Ripon  OJD 1416 Auditorium Smalltalk  Introduction to learning/classification, Neuron, Perception, Multi-Layer perception (FF ANN)  Marsland (chapter 1, 2, 3)

Handouts: 4p 1p

Exercise 

18.10.2011Kazi Shah Nawaz Ripon  OJD 1416 Auditorium Smalltalk   Multi-Layer perception (FF ANN), Backpropagation, Practical issues (generalization, validation.....)   Marsland (chapter 3), On-line resources

Handouts: 4p 1p

Exercise 

25.10.2011Kazi Shah Nawaz Ripon   OJD 1416 Auditorium Smalltalk   SVM, Dimensionality reduction (PCA)   Marsland (chapter 5, 10), On-line paper

Handouts: 4p 1p

On-line papers: SVM, PCA

Exercise 

01.11.2011Kazi Shah Nawaz Ripon   OJD 1416 Auditorium Smalltalk  Naive bayes classifier, Bias-variance trade-off, k-NN   Marsland (chapter 8)

Handouts: 4p 1p

Exercise 

15.11.2011Arjun Chandra  OJD 1416 Auditorium Smalltalk  Reinforcement learning  Marsland (chapter 13)

Handouts: 4p 1p

Exercise 

22.11.2011Kazi Shah Nawaz Ripon  OJD 1416 Auditorium Smalltalk  Unsupervised learning, k-means, SOM, and Discussion    Marsland (chapter 9)

Handouts: 4p 1p 

Published July 28, 2011 1:20 PM - Last modified Nov. 22, 2011 2:33 AM