FACULTY OF AGRICULTURALSCIENCES AND TECHNOLOGIES / BIOSYSTEMS ENGINEERING / BSM3034 - ARTIFICAL INTELLIGENT AND MACHINE LEARNING

Contents Of The Courses in a weekly Period

Week 
Subjects 
Sources 
1Introduction to Artificial Intelligence[1] p. 1-50
2Introduction to Fuzzy Logic[2] p. 3-65
3Genetic Algorithm[3] p. 8-52
4Introduction to machine learning[4] p. 1-23
5Linear Regression[5] p. 223-234
6Trees and Forests[5] p. 235-249
7K-Nearest Neighbors[5] p. 251-258
8Logistic Regression[5] p. 259-264
9Support Vector Machines[5] p. 267-277
10Naive Bayes[5] p. 279-284
11Clustering[5] p. 287-294
12Neural Networks[5] p. 297-310
13Saving and Loading Trained Models[5] p. 312-339
14General review and exercises[5] p. 223-339