Search: a new era
Edit on GitHubSearch is not just traditional TF/IDF any more but the current trend of machine learning and models has opened another dimension for search.
This talk gives an overview of:
- “Classic” search and its limitations
- What is a model and how can you use it
- How to use vector search or hybrid search in Elasticsearch
- Where OpenAI’s ChatGPT or similar LLMs come into play to with Elastic
The main demo covers how to generate embeddings from a music and then use the techniques we learned to propose the most probable version of it when we hum a song 🎶🎸🎻.
Resources
- Demo: Humming search — This demo shows how you can search for similar music tracks, using another music track as an input.
