Professional Certificate in Enterprise Deployments and Applications for Large Language Models

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