Embedding
Full Form: Text Embedding
Category: AI Techniques
📖 Definition
An embedding is a numerical representation of text where similar concepts are mapped to nearby points in a mathematical space. This allows AI to understand semantic relationships between words and phrases.
🔑 Key Points
- Converts text into arrays of numbers that capture meaning
- Similar concepts cluster together in the embedding space
- Enables semantic search and comparison of text
- Critical component for RAG and similarity search systems
💡 Why It Matters
Embeddings are how AI understands that 'dog' and 'puppy' are related, enabling semantic search and contextual understanding.