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#word2vec
1 articles
01
2026-08-13
·
RAG & Retrieval
·
FREE
·
PAPER
·
6 min read
Embeddings from Scratch — from word2vec Intuition to Contextual Embeddings
Why does 'king − man + woman ≈ queen' actually work? A from-zero tour of embeddings: the map metaphor, the distributional hypothesis, the word2vec math, numpy code, contextual embeddings after BERT, and the knobs you touch in real RAG systems.