Undervisningsplan

Dato Undervises av Sted Tema Kommentarer / ressurser
27.08.2012 Kazi Shah Nawaz Ripon / Gordon Klaus   OJD 1416 Auditorium Smalltalk  Course Overview, Search & optimization algorithms, Introduction to evolutionary algorithm  Marsland (chapter 11), Eiben & Smith (chapter 1, 2)

Handouts: 4p 1p

Exercise 

03.09.2012 Kazi Shah Nawaz Ripon / Gordon Klaus  OJD 1416 Auditorium Smalltalk   Genetic algorithms  Eiben & Smith (chapter 3)

Handouts: 4p 1p

 Exercise 

10.09.2012 Kazi Shah Nawaz Ripon / Gordon Klaus  OJD 1416 Auditorium Smalltalk  Evolutionary strategies, Evolutionary programming, Genetic programming  Eiben & Smith (chapter 4, 5, 6)

Handouts: 4p 1p

Exercise 

17.09.2012 Kazi Shah Nawaz Ripon / Gordon Klaus  OJD 1416 Auditorium Smalltalk  Multi-objective evolutionary algorithm, Swarm intelligence, Artificial immune system  Eiben & Smith (chapter 9.5), On-line papers

SI, ACO_1, ACO_2, AIS

Handouts: 4p 1p

Exercise 

24.09.2012 Kazi Shah Nawaz Ripon / Gordon Klaus  OJD 1416 Auditorium Smalltalk  Interactive evolutionary computation. Working with evolutionary algorithms, Hybridization (Memetic algorithms)  On-line papers, Eiben & Smith (chapter 10, 14)

Handouts: 6p 1p IEC

Exercise 

01.10.2012 Kazi Shah Nawaz Ripon / Gordon Klaus  OJD 1416 Auditorium Smalltalk  Review (Evolutionary Computation), Discussion (Exercise)  Handouts: 6p 1p  
08.10.2012 Kazi Shah Nawaz Ripon / Gordon Klaus   OJD 1416 Auditorium Smalltalk  Introduction to learning/classification, Neuron, Perceptron, Multi-Layer perceptron (FF ANN)  Marsland (chapter 1, 2, 3)

Handouts: 6p 1p

Exercise 

15.10.2012 Kazi Shah Nawaz Ripon / Gordon Klaus   OJD 1416 Auditorium Smalltalk   Multi-Layer perceptron (FF ANN), Backpropagation, Practical issues (generalization, validation.....)   Marsland (chapter 3)

Handouts: 6p 1p

Exercise 

22.10.2012 Kazi Shah Nawaz Ripon / Gordon Klaus   OJD 1416 Auditorium Smalltalk   SVM, Dimensionality reduction (PCA)   Marsland (chapter 5, 10), On-line papers: SVM PCA

Handouts: 6p 1p

Exercise 

29.10.2012 Eivind Samuelsen  OJD 1416 Auditorium Smalltalk  Naive bayes classifier, k-NN   Marsland (chapter 8)

Handouts: 6p 1p

Exercise 

05.11.2011 Arjun Chandra   OJD 1416 Auditorium Smalltalk  Reinforcement learning  Marsland (chapter 13)

Handouts: 4p 1p

Exercise

On-line book (highly recommended, if interested in a deeper understanding)  

12.11.2012 Arjun Chandra   OJD 1416 Auditorium Smalltalk  Unsupervised learning, k-means, SOM  Marsland (chapter 9)

Handouts: 4p 1p

Exercise 

Published Aug. 6, 2012 2:47 PM - Last modified Nov. 12, 2012 6:05 PM