What is Embedding?Embedding kya hai?

🧸 Think of it likeAise samjho

Like giving every word a location on a map, where words with similar meaning live in the same neighbourhood.Har shabd ko map pe ek pata dena, jahan milte julte matlab wale shabd ek hi mohalle mein rehte hain.

📘 ExplainedVistaar se

An embedding model turns a sentence into a vector of hundreds of numbers. Texts with similar meaning get nearby vectors even with different words. Embeddings power semantic search, RAG, recommendations, clustering and duplicate detection. Always use the same embedding model for documents and queries.Embedding model ek sentence ko sainkdon numbers ke vector mein badalta hai. Milte julte matlab wale texts ke vectors paas aate hain, shabd alag hon tab bhi. Embeddings semantic search, RAG, recommendations, clustering aur duplicates dhoondhna chalaati hain. Documents aur queries ke liye hamesha same embedding model use karo.

💡 Real exampleAsli example

'Cheap flights to Goa' and 'low cost tickets Goa' get very close embeddings.'Cheap flights to Goa' aur 'low cost tickets Goa' ki embeddings bahut paas hoti hain.

📖 Learn it step by stepStep by step seekho

• Embeddings and vector databases: searching by meaningEmbeddings aur vector databases: matlab se search karna
• RAG: letting an LLM answer from your documentsRAG: LLM ko aapke documents se jawaab dene dena
• Vectors and matrices: the language of AIVectors aur matrices: AI ki bhasha

🔗 Related termsJude hue shabd

• Vector databaseA database built to store embeddings and quickly find the ones closest in meaning to a query.Database jo embeddings store karne aur query ke matlab ke sabse paas wale jaldi dhoondhne ke liye bana hai.
• Cosine similarityA measure of how similar two vectors point, used to compare the meaning of embeddings.Do vectors ki direction kitni milti hai uska naap, embeddings ka matlab compare karne mein use hota hai.
• Semantic searchSearching by meaning rather than exact words, using embeddings.Exact shabdon ke bajaye matlab se search karna, embeddings ki madad se.