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Objectives

This course introduces machine learning methods and their applications for data analytics. Students taking this course will learn modern machine learning techniques including classification, regression and generative models and algorithms as well as how to apply them to data analytics. The course starts with machine learning basics and some classical machine learning methods, followed by supervised and unsupervised data clustering, data dimensionality reduction for visualization and data classification. The students are expected to have solid background knowledge on calculus, linear algebra, probability and basic statistics.

Who Should Attend

Data Analyst, Data Engineer, Business Intelligence Manager, Senior Data Engineer, Data Scientist, Information Architect, Senior Data Scientist

Entry Requirements

Relevant Bachelor's Degree in electrical/electronics/communications/computer engineering, computer science., and related disciplines. Knowledge in probability, statistics, linear algebra and basic programming.

Class Schedule

Thursday (6.00 PM - 9.00 PM), Week 7-13

Tutorial Schedule

Same day as lecture

Lesson Delivery

Classroom facilitated training 18 hours, Assessment (Written Exam) 1.5 hours.

Full Fees (before GST)

S$2900.00

Nett Fees payable after SSG Funding

	International Participant	Singapore Citizen 39 years old or younger	Singapore Citizen 40 years or older eligible for MCES	Singaporean PRs	Enhanced Training Support for SMEs
Full Programme Fee	S$2900.00	S$2900.00	S$2900.00	S$2900.00	S$2900.00
SSG Funding * Eligible for Claim Period 1 Oct 2024 to 30 Sep 2027	-	S$2030.00	S$2030.00	S$2030.00	S$2030.00
Nett Programme Fee	S$2900.00	S$870.00	S$870.00	S$870.00	S$870.00
9% GST on Nett Programme Fee	S$261.00	S$78.30	S$78.30	S$78.30	S$78.30
Total Nett Programme Fee Payable, Incl. GST	S$3161.00	S$948.30	S$948.30	S$948.30	S$948.30
Less Additional Funding if Eligible Under Various Scheme	-	-	S$580.00	-	S$580.00
Total Nett Programme Fee, Incl. GST, after additional funding from the various funding schemes	S$3161.00	S$948.30	S$368.30	S$948.30	S$368.30

Learners must pass all assessment components to be eligible for SSG funding. Please note that all external funding for courses is limited in duration and subject to availability.

Please note that the mode of delivery is subject to change in light of the COVID-19 situation. Courses marked ‘online’ may have compulsory face-to-face sessions such as laboratory or hands-on components and details should be sought from the schools or departments before learners register for them.

Last updated: 09 May 2025