What Are Vector Embeddings? (And Why Your Spotify Wrapped Knows You Too Well)

<blockquote> <p>Originally published on <a href="https://freedevkit.com/blog/vector-embeddings-the-foundation-of-semantic-ai/" rel="noopener noreferrer">FreeDevKit</a>.</p>

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<p>Your RAG application works perfectly with 1,000 documents. You push it to production, upload 10 million vectors, and suddenly your query latency jumps from 50ms to 5 seconds.

<p>Building natural language processing models always brings you face-to-face with a core challenge: computers have no clue what words actually mean. Feed a machine a sentence

<!-- SC_OFF --><div class="md"><p>ever since i learnt token embeddings my brain is ruined 🫠🫠</p> <p>i am unable to view human existence as anything other than an n-dimensional