rag-zero-to-hero-guide

Comprehensive guide to learn RAG from basics to advanced.

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KalyanKS-NLP

KalyanKS-NLP • individual

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Mar 15, 2025

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README Summary

A comprehensive educational guide that teaches Retrieval-Augmented Generation (RAG) from fundamental concepts to advanced implementations. The repository provides step-by-step tutorials using Jupyter notebooks to help developers understand and implement RAG systems effectively.

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Retrieval-Augmented GenerationVector DatabasesDocument EmbeddingsSemantic SearchLarge Language Model IntegrationInformation RetrievalNatural Language ProcessingText PreprocessingChunking StrategiesPrompt EngineeringTextCustomer SupportEnterprise SearchContextual Information RetrievalEducationKnowledge-Grounded GenerationCompound AI SystemsDocument Question AnsweringRAG System Development LearningKnowledge ManagementSelf-hostedKnowledge Base SearchCloud APIHybrid Search SystemsDocument AnalysisEducational Tutorial ImplementationOn-premiseJupyter Notebook

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Updated 1 years ago

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research

Quality: medium
Maturity: research

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Jupyter Notebook100.0%

Timeline

Project created: Mar 15, 2025
Forked: Mar 13, 2026
Your last push: 1 years ago
Upstream last push: 1 years ago
Tracked since: Mar 29, 2025

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