In this article, we are going to explore a new tool, EmbedAnything, and see how it works and what you can use it for. EmbedAnything is a high-performa

Supercharge Your Embeddings Pipeline with EmbedAnything

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2024-07-02 12:00:06

In this article, we are going to explore a new tool, EmbedAnything, and see how it works and what you can use it for. EmbedAnything is a high-performance library that allows you to create image and text embeddings directly from files using local embedding models as well as cloud-based embedding models. We will also see an example of this in action with a scenario where we want to group fashion images together based on the apparel that they show.

If you are working in the AI space or worked with large language models (LLMs), you would have definitely come across the term embeddings. In simple words, embeddings are a compressed representation of a sentence or a word. It is basically a vector of floating point numbers. It could be of any size ranging from 100 to as big as 5000.

Embedding models have evolved a lot over the years. The earliest models were based on one hot encoding or word occurrences. However, with new technological developments and more data availability, embedding models have become more powerful.