Duration
40 hours, 5-day training workshop
Delivery
Face to face training or online training
Course Inclusive
Training materials & certificate of completion
Course Content
- Basic Introduction of Algorithm and Programming using Python
Contents
- Introduction to algorithm and programming
- Array
- Looping
- Condition
- Introduction to Data Mining
- Introduction
- Data Preprocessing
- Data Visualization
- Data Classification
- Basic concept
- Decision tree
- Neural Network
- Data Clustering
- Basic concept
- Hierarchical clustering
- Partitional clustering
- Density based clustering
- Association Rule Mining
- Time Series Prediction
- Basic concept
- Neural network-based prediction
- 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.