CDM4031
Computational Datamining
Course Materials
Grading:

            Projects/Programming Assignments:    Quizzes, Class Participation and Attendance:
            Midterms:                   Midterm Date:                                Final:

Text Books: 
    1- Data Mining Concepts and Techniques Han, Jiawei Han, Micheline Kamber and Jian Pei, 2012.
    2- Matrix Methods in Data Mining and Pattern Recognition, Lars Eld´en, 2007.
    3- A Programmer’s Guide to Data Mining, Ron Zacharski.
       Libraris:
            Numpy: Numpy.pdf
             Pandas: Pandas.pdf
       
       Probability: Probability.pdf
                
       Regression: LinearRegression.pdf   Code
 
       Classification: Classification.pdf   Code
               
       Performance Metrics: PerformanceMetrics.pdf     Roc
      
       Clustering: Clustering1, Clustering2   Code

       Regularization: Regularization

       Dimensionality Reduction:  PCA

       Recommendation System: http://guidetodatamining.com/
       
              

       Final Project 
Course Information
Lecture Notes
Home
UP
Home