Large Language Models in Production

Short Course

Large Language Models in Production

Programme Schedule	Duration (days)	Mode of Delivery	Programme Code
19 Sep, 20 Sep 2024 \| 9am - 5.30pm	2	Classroom Learning	TGS-2024043312

Course Overview

This course dives into the nuances of deploying and orchestrating multiple Large Language Models (LLM) in production using a RAG (Retrieval Augmented Generation) framework via Langchain.

Participants will learn about advanced design patterns, LLM architectures, and the broader LLM ecosystem. The course also delves into the risks, ethics, and pitfalls of LLM utilization. Through hands-on sessions, discussions, and comprehensive assessments, the course concludes with a collaborative project, offering insights into the
Artificial Intelligence (AI) transformation.

This course targets professionals, business analysts, and forwardthinking executives keen on applying LLMs to specific business contexts, and seamlessly orchestrating multiple LLMs for AI in various business-specific applications. 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:

Customise LLMs to cater to specific business goals and industrial contexts.
Understand production considerations for deploying LLMs-based services.
Utilise advance techniques in orchestrating and evaluating LLMs
Understand the capabilities, ethics, and governance aspects of using LLMs in various scenarios.

Who Should Attend

Professionals, business analysts, and executives.

Prerequisites

Minimum diploma with basic ICT knowledge and basic programming knowledge.

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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 Credit

Instructors

Tomithy Too

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$2,100.00	S$2,100.00	S$2,100.00	S$2,100.00	S$2,100.00
Less: SSG Grant Amount	S$1,470.00	S$1,470.00	S$1,470.00	S$1,470.00	-
Nett Programme Fee	S$630.00	S$630.00	S$630.00	S$630.00	S$2,100.00
9% GST on Nett Programme Fee	S$56.70	S$56.70	S$56.70	S$56.70	S$189.00
Total Nett Programme Fee Payable, Including GST	S$686.70	S$686.70	S$686.70	S$686.70	S$2,289.00
Less Additional Funding	-	S$420.00	-	S$420.00	-
Total Nett Programme Fee Payable, Including GST, after additional funding from the various funding schemes	S$686.70	S$266.70	S$686.70	S$266.70	S$2,289.00

Total Nett Programme Fee Payable, including GST, after additional funding from various funding schemes.
GST shall apply at prevailing rates.
Participants must fulfill at least 75% attendance and pass all assessment components to be eligible for SSG funding.
Singaporeans and Singapore PRs are eligible for up to 90% SkillsFuture Singapore (SSG) funding, subject to SSG funding guidelines.

Tomithy Too

Advanced Computing for Executives