CS2411 Subsymbolic Artificial Intelligence and Neural Networks

2001-2002


Course Timetable

Calendar

Course Handouts

Note: where both gzipped postscript and PDF are offered, postscript is to be preferred. In those cases, ps2pdf was used to convert postscript to pdf which seems to produce large pdf files.

Handout 1
Course information and schedule: Handout 1.
Handout 2
Probability Notes: as PDF file, as zipped Postscript file.
Handout 3
Bayesian classification example: distinguishing nuts from bolts. as PDF file
Information theory and ID3
Information theory. as PDF file, as zipped Postscript file.
ID3. as PDF file, as zipped Postscript file.
Search
Search, greedy algorithms, and hill-climbing. as PDF file, as zipped Postscript file.
Genetic algorithms as PDF file, as zipped Postscript file.
Example Class 1
Questions: Problems 1
Solutions: Solutions 1
Example Class 2
Questions: Problems 2 as PDF file
Problems 2 as gzipped Postscript file.
Solutions: Solutions 2 as a PDF file, Solutions 2 as a gzipped postscript file
Example Class 3
Questions: Problems 3 as PDF file
Problems 3 as gzipped Postscript file.
Solutions: Solutions 3 as a PDF file, Solutions 3 as a gzipped postscript file
Example Class 4
Questions: Problems 4 as PDF file
Problems 4 as gzipped Postscript file.
Solutions: Solutions 4 as a PDF file, Solutions 4 as a gzipped postscript file
Example Class 5
Questions: Problems 5 as PDF file.
Solutions: Solutions 5 as a PDF file.

Lab Information

Matlab Tutorial:
Tutorial.
Neural Networks in Matlab:
Neural Network Commands for the Lab