Professional Certificate in Enterprise Deployments and Applications for Large Language Models

Professional Certificate

Professional Certificate in Enterprise Deployments and Applications for Large Language Models

Programme Structure

Programme Name	Programme Schedule	Mode of Delivery	Programme Code
Large Language Models Overview and Applications	To be advised	Classroom Learning	TGS-2024044131
Advanced Large Language Models Approaches	To be advised	Classroom Learning	TGS-2024044129
Large Language Models in Production	To be advised	Classroom Learning	TGS-2024043312

Duration 7 days

Programme Overview

The Professional Certificate programme equips participants with the knowledge and skills to navigate the enterprise deployments and applications for Large Language Models (LLMs). Through exploration of LLMs like GPT, participants gain a comprehensive understanding of their capabilities, design considerations, and potential applications. The programme focuses on the practical use of these LLMs and seamless integration into production workflows using techniques like Retrieval Augmented Generation (RAG). Additionally, the programme fosters awareness of the strengths, limitations, and potential risks associated with implementing LLMs in real-world scenarios.

Programme Objectives

This Professional Certificate will equip learners with the following competencies:

Understand Large Language Models (LLMs) and popular models like ChatGPT/GPT3.5/4.0, LlaMa2 in terms of their architecture, key functionalities, and design considerations
Utilise ChatGPT/GPT4.0 and other LLMs-based services to improve individual knowledge work productivity in terms of analysis, summarisation, recommendations, brainstorming, fine-tuning of ideas, and role-playing.
Utilise ChatGPT/GPT4.0 and other LLMs-based services as a Coach, Critique, Copilot, Customer Success / Self Service, Companion, or “Cat” (aka conceivably cute characters) via good prompt engineering.
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 a LLM setup to provide access to business-specific data
Gain knowledge of emerging architecture and design patterns of incorporating LLMs into production, eg. Retrieval Augmented Generation (RAG) using orchestration frameworks like Langchain
Appreciate the strengths, weaknesses, risks, constraints, ethics, safety, privacy, and governance considerations of ChatGPT/GPT4.0 and other LLMs

Job Role Readiness

It will prepare learners in the following job roles to perform their responsibilities more effectively. It will also prepare learners for the following job roles:

Technology Executives
Managers
Developers
Programmers

Who Should Attend

This programme is designed for professionals and mid-career PMETs.

Prerequisites

Minimum of a diploma with basic ICT and programming knowledge.

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

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Types of Available Fundings

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
S$2,174.55	S$844.55	S$2,174.55	S$844.55	S$7,248.50

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 for all short courses within a professional certificate in order to be eligible for SSG funding.
Please note that all external funding for courses is limited in duration and subject to eligibility and availability.

Professional Certificate in Enterprise Deployments and Applications for Large Language Models

Programme Structure

Dr Yeo Wee Kiang

Dr Ai Xin

Tomithy Too

Advanced Computing for Executives