Content Discovery with Embeddings (ft. Qdrant/FastEmbed)

Video Description

Embedding algorithms are not just for Retrieval-Augmented Generation (RAG) applications! In this video, we'll see how we can use them to enhance content discovery on blogs. We'll walk through how to create a related-posts sections for my blog, which contains nearly 2,000 posts written over the last 16 years. The tools of our trade will be FastEmbed to generate the embeddings and Qdrant to store them and then allow us to find the related posts. #EmbeddingAlgorithms #ContentDiscovery #VectorSearch #MachineLearning #fastembed #qdrant Accompanying blog post - https://www.markhneedham.com/blog/2024/02/11/qdrant-fast-embed-content-discovery/ Really good blog post by Simon Willison on embeddings - https://simonwillison.net/2023/Oct/23/embeddings/ Fast Embed - https://www.google.com/search?q=fastmebed&sourceid=chrome&ie=UTF-8 Qdrant - https://github.com/qdrant