2110743 Machine Learning

Assigment
Data set  Ford Classification

mesh.tar.gz

• ประกาศคะแนนสอบกลางภาค ’58

• 1st week
• Introduction to Machine Learning
• 2nd week
• Concept Learning and the General-to-Specific Ordering
• A Prolog Implementation of Version Space
• 3rd week
• Decision Tree Learning
• A Decision-Tree Software: See 5’s Web Site
• download CUMiner and .NET Framework
• 4th week
• Linear regression with one variable
• Linear algebra review (slide, video)
• 5th week
• Linear regression with multiple variables, Octave Programming
• Download Octave: Octave-3.2.4_i686-pc-mingw32_gcc-4.4.0_setup.exe
• Assignment 1: linear regression
• 6th week
• Logistic Regression, One-vs-all Classification, Regularization
• 7th week
• Midterm Examination
• 8th week
• Artificial Neural Networks
• NeuroSolutions’ Web Site
• 9th week
• Evaluating Hypotheses
• 10th week
• Bayesian Learning
• 11th week
• Bayesian Learning (cont.)
• 12th week
• Computational Learning Theory
• 13th week
• Instance-Based Learning
• 14th week
• Support Vector Machine
• 15th week
• Other topics

Reference:

· T.Mitchell, Machine Learning, McGraw-Hill.

Slides of the textbook.

· http://www.ml-class.org/