Working with Large Language Models
Generative AI is a form of AI, well known generative AI applications include Gemini, Bedrock, and Dall-E. These applications are known as a Large Language Model (LLMs). LLMs are not databases of knowledge, but advanced text engines. Prompt Engineering is the process of adjusting LLM input to improve performance and accuracy.
Some information about the learning material found on this page:
- the first two learnings on this page are suitable for all staff, and the latter learnings are suitable for Government Digital and Data professionals, or those with a technical interest
- there is no need to complete all learning material; choose what is relevant to you
- all learning material is free, but may require the creation of a free account to access
- some learning material contains practical exercises requiring a licence; exercises can be skipped if necessary
Learning Outcomes
Based on the learning material you choose, you will be able to:
- explain what Large Language Models and Prompt Engineering is
- describe how you can manage some of the limitations of GenAI technologies using prompt engineering
- identify how to build effective prompts to improve the accuracy of GenAI tools
Learning Material
What are Large language Models?
Amazon Web Services (AWS) article explaining how LLMs work, are trained, and their practical application.
What are LLMs – Microsoft
Microsoft written course discussing what LLMs are, and what they can and cannot do.
Unleashing Innovation: The Generative AI Revolution
AWS eLearning exploring the link between LLMs, prompt engineering, and foundation models.
Foundations of Prompt Engineering
AWS eLearning discussing the principles, techniques, and best practice for designing effective prompts.
Step-by-Step Guide in the use of different LLMs
Microsoft article with video content exploring how to choose the right LLM to suit your specific task.
Generative AI: The Evolution of Thoughtful Online Search
LinkedIn Learning visual course showing the power of prompt engineering with thoughtful search strategies.
Apply prompt engineering with Microsoft Azure OpenAI Service
Microsoft written course covering prompt engineering, and how to optimise Azure OpenAI models.
What is prompt tuning?
IBM eLearning discussing fine tuning, prompt tuning, and prompt engineering.
Generative AI Fundamentals
Microsoft visual course exploring LLMs, Azure OpenAI service, and responsible GenAI.