Introduction to Modern AI Systems

Short Course

Course Schedule	Duration (days)	Mode of Delivery	TGS Reference Number
To be advised	2	Classroom Learning	TGS-2026066024

Course Overview

This two-day course delivers a practical introduction to modern AI systems for working professionals. The course will trace the technological evolution of AI from traditional machine learning into the era of Generative AI, Large Language Models (LLMs), and autonomous Agentic AI systems and also covers the limitations of modern AI systems to encourage the responsible AI developments. Through highly interactive, hands-on practices, participants will learn the art of effective Prompt Engineering to maximise daily productivity. Participants will also learn to analyse data using LLMs, transforming raw data into actionable insights for strategic decision-making. Moving beyond basic text generation, the curriculum explores advanced enterprise architectures. Participants will discover how to utilise Retrieval-Augmented Generation (RAG) to connect AI to company knowledge bases. Participants will also design automated Agentic Workflows, learning how to stitch these intelligent components together to achieve seamless, end-to-end workflow automation within their daily business operations.

Course Objectives

At the end of the course, participants will be able to:

Understand the capabilities and limitations of modern AI Systems to develop AI applications responsibly
Construct effective prompts to reduce errors and hallucination
Analyse data using LLMs for business decision making
Design RAG and Agentic Workflows to automate daily business operations

Who Should Attend

Business Analysts, Data Analysts, AI Engineers and ML Engineers.

Prerequisites

The minimum entry requirement for this course is a general diploma.

Enquire

Funding Available

SWDA Funding

Enhanced Training Support

SkillsFuture Credit

SFEC

Instructors

Dr Ai Xin

Course Fees

	Singapore Citizens		Singapore PRs	Enhanced Training Support for SMEs	International Participants
	39 years old or younger	40 years old or older	Singapore PRs	Enhanced Training Support for SMEs	International Participants
Full Course Fee	S$1,700.00	S$1,700.00	S$1,700.00	S$1,700.00	S$1,700.00
Less: SWDA Grant Amount	S$1,190.00	S$1,190.00	S$1,190.00	S$1,190.00	-
Nett Course Fee	S$510.00	S$510.00	S$510.00	S$510.00	S$1,700.00
9% GST on Nett Course Fee	S$45.90	S$45.90	S$45.90	S$45.90	S$153.00
Total Nett Course Fee Payable, including GST	S$555.90	S$555.90	S$555.90	S$555.90	S$1,853.00
Less Additional Funding	-	S$340.00	-	S$340.00	-
Total Nett Course Fee Payable, including GST, after additional funding from the various funding schemes	S$555.90	S$215.90	S$555.90	S$215.90	S$1,853.00

Total nett course fee payable, including GST, after additional funding from various funding schemes.
Participants must fulfill at least 70% attendance and pass all assessment components to be eligible for SWDA funding.
The applicable funding is for Singaporeans and Singapore PRs. This is subject to change and in accordance with SWDA funding guidelines as of course commencement.
Please refer to our Terms and Conditions page for more information.

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Dr Ai Xin

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