Business Concepts & Insights (Synchronous e-learning)

Offered by School of Business & Accountancy

Short Course / 5 Days / TGS-2021004063

Course Information
Learning Outcomes
Course Schedule
Lesson Plan
Entry Requirements
Course Fees

Course Information

This short course provides participants with a practical approach on how data can be used to make business decisions and drive performance using drag-and-drop visual machine learning tools.

Learning Outcomes

  • Perform data mining using the Cross-Industry Standard Process for Data Mining (CRISP-DM) model
  • Distinguish between Supervised and Unsupervised machine learning techniques and tasks
  • Build predictive classification and regression models and evaluate model performance
  • Perform parameter tuning, model selection, feature selection techniques to improve model performance
  • Apply feature engineering techniques to build simpler and better generalisation models


Course Date: TBC
Application Period: TBC
Duration: 5 days
Time: TBC
Delivery Mode: Synchronous e-learning
Venue: TBC

This course may be conducted online subject to Covid-19 guidelines.

Ngee Ann Polytechnic reserves the right to reschedule / cancel any programme, modify the fees and amend information without prior notice.

Lesson Plan

This course will be conducted in an interactive manner where participants will be engaged in discussions and hands-on practices using scenarios that were contextualised from real business settings.

  • Introduction to machine learning
  • Supervised and unsupervised machine learning techniques
  • Model evaluation, enhancements and ensemble techniques


A certificate of Performance will be awarded to participants who achieve at least 75% attendance and pass all required assessment(s).

A certificate of Participation will be awarded to participants who meet the 75% attendance requirement but did not pass all required assessment(s).

Entry Requirements

Basic statistics knowledge preferred but not necessary

Course Fees

Funding period for this course is from 12 Apr 2021 to 30 Sep 2024.

SkillsFuture Credit
All Singaporeans aged 25 and above can use their $500 SkillsFuture Credit from the government to pay for a wide range of approved skills-related courses. Visit the SkillsFuture Credit website to choose from the courses available on the Training Exchange course directory.

Union Training Assistance Programme (UTAP)
NTUC members enjoy 50% unfunded course fee support for up to $250 each year (or up to $500 for NTUC members aged 40 years old and above) when you sign up for courses supported under UTAP (Union Training Assistance Programme). Please visit e2i’s website to find out more.

Absentee Payroll
This course is eligible for Absentee Payroll.

Enhanced Training Support
For enhanced training support, enter SME in the promo code during course application.

Long Term Visit Pass Plus (LTVP+) Holders
Please furnish the following documents to the course administrator to qualify for SSG funding:
Self-sponsored learner (**LTVP+): Copy of your green visit pass card, with the word ‘PLUS’ on the back of the card.
Co-sponsored learner (##LTVP+): Copy of valid and current Letter of Consent (LOC) from MOM

GST Increment in 2024
Please note that the GST rate will be revised to 9% with effect from 1 Jan 2024, as such any payable course fees will be subjected to the new GST rate adjustments in 2024.


  • The fees below are determined based on prevailing funding policies and subject to review and revision.
  • Please refer to our FAQs for more information.

Ngee Ann Polytechnic reserves the right to reschedule/cancel any programme, modify the fees and amend information without prior notice.

Applicants / Eligibility Fees
Full Course fee$2071.00
SkillsFuture Baseline Funding for Singapore Citizen Aged Below 40$621.30
SkillsFuture Baseline Funding for SPR/LTVP+$621.30
SkillsFuture Mid-Career Enhanced Subsidy for Singapore Citizen aged 40 and above$241.30
Enhanced Training Support for SMEs for Singapore Citizen$241.30
Enhanced Training Support for SMEs - SPR & LTVP+$241.30