• Home
  • Instructor
  • Master Degree
    • Master of Science in Biomedical and Health Informatics (International Program)
  • Diploma
    • Graduate Diploma in Biomedical and Health Informatics (International Program)
  • Certificate
  • Courses
    • Courses
    • Course schedule
  • Publication
  • Contact US
      • Cart

        0
    Have any question?
    66 (0) 2354-9130 ext 1532
    tmbstm@mahidol.ac.th
    Login
    mu-informatics.org
    • Home
    • Instructor
    • Master Degree
      • Master of Science in Biomedical and Health Informatics (International Program)
    • Diploma
      • Graduate Diploma in Biomedical and Health Informatics (International Program)
    • Certificate
    • Courses
      • Courses
      • Course schedule
    • Publication
    • Contact US
        • Cart

          0

      DBHI

      • Home
      • All courses
      • DBHI
      • TMHG 534 Data mining and machine learning

      TMHG 534 Data mining and machine learning

      User Avatar
      Pimphen Charoen
      DBHI, Elective Course DBHI, Elective Courses M.Sc. (BHI), M.Sc. (BHI)
      (0 review)
      Free
      cover course 670×500 TMHG 534-01
      • Overview
      • Curriculum
      • Instructor
      • Reviews

      Course description

      Modern methods used to analyze data into useful decision making information; various techniques for data exploration and data manipulation; data characteristics in terms of their patterns, correlation, and constraints; predictive models, association rules, decision tree analysis and cluster analysis; examples of applying data mining to improve operations and decisions in healthcare services

      Prerequisites

      Graduate in Bachelor degree in Health sciences, computer sciences, and ICT.

      LO: Learning Outcome

      • LO1: Describe the overall data mining process
      • LO2: Discuss major theories, practices, and techniques associated with the data mining process
      • LO3: Apply appropriate data mining techniques
      • LO4: Interpret results obtained from data mining techniques applied
      • LO5: Evaluate models using data mining techniques

      Course Features

      • Lectures 29
      • Quizzes 0
      • Duration 45 hours
      • Skill level All levels
      • Language English
      • Students 19
      • Certificate No
      • Assessments Yes
      CoursesM.Sc. (BHI)Elective Courses M.Sc. (BHI)TMHG 534 Data mining and machine learning
      • Week 1 : Introduction to data mining / Cluster analysis
        8
        • Lecture1.1
          Introduction and Course overview
        • Lecture1.2
          Introduction to Cluster analysis
        • Lecture1.3
          Similarity and dissimilarity between objects
        • Lecture1.4
          Partitioning methods
        • Lecture1.5
          Other Clustering methods
        • Lecture1.6
          Cluster analysis in R
        • Lecture1.7
          Q&A Forum
        • Lecture1.8
          Course Evaluation
      • Week 2 : Decision tree analysis
        7
        • Lecture2.1
          Introduction to Decision Tree Analysis
        • Lecture2.2
          Decision tree generation: Information Gain
        • Lecture2.3
          Decision tree generation: Gini index
        • Lecture2.4
          Avoiding overfitting and Model evaluation
        • Lecture2.5
          Decision tree in R
        • Lecture2.6
          Q&A Forum
        • Lecture2.7
          Course Evaluation
      • Week 3 : Clustering Analysis and Decision tree Analysis
        6
        • Assignment3.1
          Assignment : Cluster analysis 0 week
        • Assignment3.2
          Assignment : Cluster analysis (Peer review) 0 week
        • Assignment3.3
          Assignment : Decision tree analysis 0 week
        • Assignment3.4
          Assignment : Decision tree analysis (Peer review) 0 week
        • Lecture3.1
          Q&A Forum
        • Lecture3.2
          Course Evaluation
      • Week 4 : Other data mining methods
        7
        • Lecture4.1
          Introduction to Association rule mining
        • Lecture4.2
          Apriori algorithm
        • Lecture4.3
          Association rule mining in R
        • Assignment4.1
          Assignment : Association rule mining 0 week
        • Assignment4.2
          Assignment : Association rule mining (Peer review) 0 week
        • Lecture4.4
          Q&A Forum
        • Lecture4.5
          Course Evaluation
      • Week 5 : Data preparation
        7
        • Lecture5.1
          Data cleaning
        • Lecture5.2
          Data manipulation
        • Lecture5.3
          Data preparation in R
        • Assignment5.1
          Assignment : Data preparation 0 week
        • Assignment5.2
          Assignment : Data preparation (Peer review) 0 week
        • Lecture5.4
          Q&A Forum
        • Lecture5.5
          Course Evaluation
      • Weeks 6-7: Final project presentation
        3
        • Assignment6.1
          Final Project 0 week
        • Lecture6.1
          Q&A Forum
        • Lecture6.2
          Course Evaluation
      author avatar
      Pimphen Charoen
      Pimwadee Chaovalit

      Reviews

      Average Rating

      0
      0 rating

      Detailed Rating

      5
      0%
      4
      0%
      3
      0%
      2
      0%
      1
      0%
      • Overview
      • Curriculum
      • Instructor
      • Reviews
      Free
      • Share:

      You May Like

      Short Training Course Data Management (Online) Read More
      Saranath

      Short Training Course Data Management (Online)

      66
      1
      Free
      TMHG 697 Thematic paper Read More
      Saranath

      TMHG 697 Thematic paper

      28
      0
      Free
      Orientation Read More
      Saranath

      Orientation

      28
      0
      Free
      Introduction to R Read More
      Wirichada Pan-ngum

      Introduction to R

      37
      0
      Free
      TMHG 550 Data Management Read More
      Saranath

      TMHG 550 Data Management

      33
      0
      Free

      Leave A Reply Cancel reply

      You must be logged in to post a comment.

      All Courses

      • Core Course DBHI (7)
      • Core Course M.Sc. (BHI) (9)
      • DBHI (17)
        • Core Course DBHI (7)
        • Elective Course DBHI (10)
      • Elective Course DBHI (10)
      • Elective Courses M.Sc. (BHI) (10)
      • M.Sc. (BHI) (19)
        • Core Course M.Sc. (BHI) (9)
        • Elective Courses M.Sc. (BHI) (10)
      • Short Training (1)

      Latest Courses

      TMHG 697 Thematic paper

      TMHG 697 Thematic paper

      Free
      Orientation

      Orientation

      Free
      TMHG526 Organizational Behavior and Management Skills

      TMHG526 Organizational Behavior and Management Skills

      Free
      logo-eduma-the-best-lms-wordpress-theme

      66(0) 2354-9130 ext 1532

      tmbstm@mahidol.ac.th

      Mu-informatic.org Powered by TeamOnline.

      Login with your site account

      Lost your password?

      Modal title

      Message modal