October 2023
Intermediate to advanced
288 pages
8h 46m
English
book
Quick Start Guide to Large Language Models: Strategies and Best Practices for Using ChatGPT and Other LLMs
by Sinan Ozdemir
Content preview from Quick Start Guide to Large Language Models: Strategies and Best Practices for Using ChatGPT and Other LLMs
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C
LLM Application Archetypes
In this appendix, you’ll find a comprehensive table showcasing different archetypes of LLM applications and the related factors you should consider for each. The table serves as a concise guide to the myriad ways we can apply and manipulate these models, along with their potential pitfalls and mitigation strategies.
Chatbots/Virtual Assistants
Applications |
Data |
Potential Pitfalls |
Strategies for Implementing |
|---|---|---|---|
Customer service, personal assistance, entertainment, healthcare, education, etc. |
Dialogue datasets, domain-specific knowledge bases. |
The bot may not reflect the intended persona, risk of semantic misunderstanding, incorrect responses to complex queries. |
Defining and grounding the bot’s persona during ... |
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