Data Analytics and Applications

Duration

40 hours, 5-day training workshop

Delivery

Face to face training or online training

Course Inclusive

Training materials & certificate of completion

Course Content

  1. Basic Introduction of Algorithm and Programming using Python
      Contents
    • Introduction to algorithm and programming
    • Array
    • Looping
    • Condition

  2. Introduction to Data Mining
    • Introduction
    • Data Preprocessing
    • Data Visualization

  3. Data Classification
    • Basic concept
    • Decision tree
    • Neural Network

  4. Data Clustering
    • Basic concept
    • Hierarchical clustering
    • Partitional clustering
    • Density based clustering

  5. Association Rule Mining
    • Basic concept
    • FP-Growth

  6. Time Series Prediction
    • Basic concept
    • Neural network-based prediction

  7. Final Discussion
    • The final discussion about the final project submitted by the participants.

Workshop Duration and Technical Planning

Each module will be delivered in:

  • Concept learning: 2 hours
  • Computer programming and practice: 2-3 hours

Assignments that should be completed by the participants:

  • Individual assignment for each module (total 5 assignments).
  • Team assignment for the final project.
    • MAKATI
    • 4th Flr. 1191 Pablo Ocampo Sr. Extension, Brgy. Sta. Cruz, Makati City, Philippines

    • Contact No.
    • +63 2 8891 0713

    • Email Address
    • [email protected]

    • INTRAMUROS
    • 658 Muralla St., Intramuros, Manila 1002, Philippines

    • Contact No.
    • +63 2 8524-5572


    • Email Address
    • [email protected]