Augmented Language Models (LLM Bootcamp)
In this video, Josh walks through the patterns for augmenting language models with external context: retrieval augmentation, chaining, and tool use.
Download slides from the bootcamp website here: https://fullstackdeeplearning.com/llm...
Intro and outro music made with Riffusion: https://github.com/riffusion/riffusion
Watch the rest of the LLM Bootcamp videos here: • LLM Bootcamp - Spring 2023
0:00:00 Why augmented LMs?
0:06:40 Why retrieval augmentation?
0:08:25 Traditional information retrieval
0:13:05 Embeddings for retrieval
0:22:15 Embedding relevance and indexes
0:28:42 Embedding databases
0:38:50 Beyond naive embeddings
0:41:10 Patterns & case studies
0:46:16 What are chains and why do we need them?
0:52:50 LangChain
0:54:55 Tool use
0:59:17 Plugins
1:02:38 Recommendations for tool use
1:04:07 Recap & conclusions