Lectures

num Topic Resources

1 Introduction ppt pdf
2 Prolog: precedual meaning ppt pdf
3 Prolog: structures and lists ppt pdf
4 matching and backtracking, Rule based systems ppt pdf
5 Knowledge based systems, Reasoning ppt pdf
6 More on Reasoning ppt, pdf, classify.pl
7 Machine Learning: Basics, types, paradigms, training set vs test set, generalisation PS Version PDF Version
8 Machine Learning 2: Nearest Neighbour and Naive Bayes Methods PS Version PDF Version
9 Machine Learning 3: Decision tree learning method
Impurity measure
PS Version PDF Version
10 Machine Learning 4: Decision tree learning (extension)
Perceptron learning
PS Version PDF Version
  More Reading: Decision trees and neural networks PS Version PDF Version
11 Machine Learning 5: Neural Networks
Back Propogation
PS Version PDF Version
  More Slide: Neural Network Node PDF Version
  More Slide: Network output patterns PDF Version
12 Machine Learning 6: Neural Engineering PS Version PDF Version
  Neural Network Package: SNNS and BPNN
  BP example PS Version PDF Version
13 Evolutionary Computing 1: Evolutionary Computing and Learning PS Version PDF Version
14 Evolutionary Computing 2: From Genetic Algorithms to Genetic Programming PS Version PDF Version
15 Evolutionary Computing 3 (Machine Learning 9): Genetic Programming for Regression and Classification PS Version PDF Version
16 Machine Learning 10: Other Machine learning Topics PS Version PDF Version
  Dr Xiaodong Li's Talk: Advances in Particle Swarm Optimisation PDF Version
17 NLP: Overview and Challenges ppt pdf
18 NLP: DCG ppt pdf
19 NLP: recognizer, parser and more grammar ppt pdf
20 Information retrieval ppt pdf
21 Text mining pptx pdf
22 Search ppt pdf