Embeddings Explained Simply | How AI Understands Meaning (Not Words)

Description

In this video, we break down one of the most important concepts in modern AI systems — embeddings — in plain English. If you’re building RAG systems, semantic search, AI assistants, or production AI workflows, understanding embeddings is not optional. You’ll learn: • What embeddings actually are • Why AI converts text into numbers • How embeddings capture meaning (not keywords) • What makes a good vs bad embedding • Why embeddings alone are not enough for production AI • How embeddings fit into the full RAG pipeline By the end, you’ll clearly understand how machines compare meaning — and why this step is critical for reliable AI systems. #AIEngineering #Embeddings #RAG #VectorDatabase #SemanticSearch #MachineLearning #LLM #AISystems #SoftwareEngineering #SimplifyAI