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15 articles in AI & Machine Learning · Embeddings

AI & Machine Learning Code

Why Semantic Search Alone Is Not Enough

Hybrid search combines BM25 keyword matching with vector similarity search to deliver more robust results than either approach alone. By no…

Python LLMs RAG
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AI & Machine Learning Code

Why Do We Need Vector Databases?

Vector databases are specialized systems for storing and searching embedding vectors. FAISS is a high-performance library for in-memory sim…

Python TypeScript Docker
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AI & Machine Learning Code

What Is an Embedding?

Embeddings transform text into numerical vectors that capture meaning. Semantically similar texts produce vectors that are close together i…

Python Machine Learning Deep Learning
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