Advanced Large Language Models Approaches

Short Course

Advanced Large Language Models Approaches

Course Schedule	Duration (days)	Mode of Delivery	TGS Reference Number
To be advised	3	Classroom Learning	TGS-2025056451
To be advised	3	Synchronous e-Learning	TGS-2025056450

Course Overview

This course offers a deeper understanding of Large Language Models (LLMs) and their significance in industry transformation. Engage with renowned models like GPT3.5/GPT4.0/LlaMa2, and discover their core applications.

Learn to tailor these LLMs to business needs and industry context. Additionally, grasp the nuances of orchestrating multiple LLMs using LangChain and integrating Embedding Databases to incorporate
business-specific data.

This course targets professionals, business analysts, and forwardthinking executives keen on applying LLMs-specific business contexts, and seamlessly integrating Embedding Databases for enhanced datadriven decision-making. Ideal for those looking to stay at the forefront of AI-driven business solutions.

Course Objectives

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

Understand Large Language Models (“LLMs”) and popular models like ChatGPT/GPT3.5, LlaMa2 in terms of their architecture, key functionalities, and design considerations
Customise and fine-tune ChatGPT/GPT4.0 and other LLMs for different business objectives and industrial context
Gain insights into the functionality of an Embedding Database and integrate it into an LLM setup to provide access to business-specific data
Understand architecture patterns for deploying LLMs-based services.

Prerequisites

Minimum diploma with basic ICT knowledge and basic programming knowledge.

You are recommended to take Python Programming to fulfil the prerequisite.

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This programme is part of

Professional Certificate in Enterprise Deployments and Applications for Large Language Models

Types of Available Fundings

SkillsFuture Funding

SkillsFuture Credit

Enhanced Training Support

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$2,850.00	S$2,850.00	S$2,850.00	S$2,850.00	S$2,850.00
9% GST on Full Course Fee	S$256.50	S$256.50	S$256.50	S$256.50	S$256.50
SSG Funding	S$1,425.00	S$1,425.00	S$1,425.00	S$1,425.00	-
Additional Funding if Eligible under Various Schemes	-	S$570.00	-	S$570.00	-
Total Nett Course Fee Payable, including GST	S$1,681.50	S$1,111.50	S$1,681.50	S$1,111.50	S$3,106.50

Total nett course fee payable, including GST, after additional funding from various funding schemes.
Participants must fulfill at least 75% attendance and pass all assessment components to be eligible for SSG funding.
The applicable funding is for Singaporeans and Singapore PRs. This is subject to change and in accordance with SSG funding guidelines as of course commencement.

Dr Ai Xin

NUS Computing, Advanced Computing for Executives (ACE)