Course Information
FUNDAMENTALS OF MACHINE LEARNING
- Understand how to frame a problem statement from a data perspective
- Understand the various types of machine learning techniques
- Appreciate the importance of selecting the right features in developing a model
- Understand how models are evaluated and selected.
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Learning Outcomes
- Understand how to frame a problem statement from a data perspective
- Understand the various types of machine learning techniques
- Appreciate the importance of selecting the right features in developing a model
- Understand how models are evaluated and selected.
Course
Schedule
Course Date: TBC
Application Period: TBC
Duration: 3 days
Time: 9am to 6pm
Delivery Mode: Classroom & Asynchronous
Lesson Plan
- Understanding data
- Framing the hypothesis
- Feature selection
- Model selection and evaluation
Certification
In-class assessments.
Entry Requirements
- Applicants should be conversant with basic IT skills and have basic programming experience
- Applicants should preferably have passed GCE ‘O’ Levels course of study
Course Fees
Funding period for this course is from 5 Jul 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.
Enhanced training support for SMEs
For enhanced training support for SMEs, 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.
Note:
- 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 | $1744.00 |
| Singaporeans aged below 40 qualified for SkillsFuture Funding | $523.20 |
| Singaporeans aged 40 & above qualified for SkillsFuture Mid-Career Enhanced Subsidy | $203.20 |
| Singaporeans qualified for Enhanced Training Support for SMEs | $203.20 |
| Singapore Permanent Residents & **LTVP+ qualified for SkillsFuture Funding | $523.20 |
| Singapore Permanent Residents & ##LTVP+ qualified for Enhanced Training Support for SMEs | $203.20 |
| Others (and Repeat Students) | $1744.00 |