Advanced Large Language Models Approaches

Short Course

Advanced Large Language Models Approaches

Programme Schedule	Duration (days)	Mode of Delivery	Programme Code
To be advised	3	Classroom Learning	TGS-2024044129

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

UTAP

PSEA

Instructors

Dr Ai Xin

Programme 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 Programme Fee	S$2,850.00	S$2,850.00	S$2,850.00	S$2,850.00	S$2,850.00
Less: SSG Grant Amount	S$1,995.00	S$1,995.00	S$1,995.00	S$1,995.00	-
Nett Programme Fee	S$855.00	S$855.00	S$855.00	S$855.00	S$2,850.00
9% GST on Nett Programme Fee	S$76.95	S$76.95	S$76.95	S$76.95	S$256.50
Total Nett Programme Fee Payable, Including GST	S$931.95	S$931.95	S$931.95	S$931.95	S$3,106.50
Less Additional Funding	-	S$570.00	-	S$570.00	-
Total Nett Programme Fee Payable, Including GST, after additional funding from the various funding schemes	S$931.95	S$361.95	S$931.95	S$361.95	S$3,106.50

Total Nett Programme 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.
Please note that all external funding for courses is limited in duration and subject to eligibility and availability.

Dr Ai Xin

Advanced Computing for Executives