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RAG Key Technical Terms You Should Know Explained - Chief AI Sharing Circle

Key RAG technical terms you should know explained

Good morning, everyone! I'm Louis-Francois, co-founder and CTO of Towards AI, and today we're going to dive into what may be the best Retrieval-Augmented Generation (RAG) stack available today -- thanks to the fascinating research of Wang et al. (2024). This research provides a treasure trove for building optimal RAG systems...

Anthropic Prompts Engineering Course - Appendix: Chained Prompts

Course As the saying goes, "Writing is rewriting." It has been proven that Claude can usually improve the accuracy of his responses when asked! There are many ways to prompt Claude to "think again." The same ways that allow one to naturally check one's work usually apply to Claude. (Questions about when and how...

Anthropic Hints Engineering Course - Chapter 9 Exercise: Programming Complex Hints

Exercise In this exercise, we will write prompts for a programming assistance and teaching robot that can read code and provide guided corrections when appropriate. Fill in each of the yellow boxes below with prompt elements that match the descriptions and examples in the previous Complex Prompts example. When you fill in the...

Anthropic Prompts Engineering Course - Chapter 9: Complex Prompts for Legal Services

Course Input prompts in the legal industry can be quite complex due to the need to: Parse long documents Handle complex subject matter Format output in a very specific way Follow a multi-step analysis process Let's look at how to use a complex input prompt template to build an input prompt for a specific legal use case. Example Below...

Anthropic Prompts Engineering Course - Chapter 8: Avoiding Illusions

Lesson Some bad news: Claude sometimes "hallucinates" and makes untrue or unreasonable statements. The good news is that there are techniques that can help you minimize the occurrence of hallucinations. In the following, we will discuss a few of these techniques, which include: Giving Claude the opportunity to answer questions he doesn't know the answers to...

Anthropic Tips Engineering Course - Chapter 6: Thinking Step by Step

Lesson How would you fare if someone suddenly woke you up and immediately asked you several complex questions that you had to answer right away? Probably not as well as if you had time to think before answering. And guess what, the same goes for Claude. Giving Claude time to think gradually can sometimes make the difference in his answers...

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