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KalyanKS-NLP/rag-zero-to-hero-guide

rag-zero-to-hero-guide

Comprehensive guide to learn RAG from basics to advanced.

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KalyanKS-NLP

KalyanKS-NLP

KalyanKS-NLP • individual

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1,334

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Forks

330

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0

Activity Score

0/100

0 commits in 30d

Created

Mar 15, 2025

Project creation date

README Summary

<h1 align ="center"> 👩🏼‍💻 RAG Zero to Hero Guide </h1> This repository serves as a comprehensive guide to learn RAG from basics to advanced. <p align="center"> <a href="https://www.linkedin.com/in/kalyanksnlp/"> <img src="https://custom-icon-badges.demolab.com/badge/Kalyan%20KS-0A66C2?logo=linkedin-white&logoColor=fff" alt="LinkedIn"> </a> <a href="https://x.com/kalyan_kpl"> <img src="https://img.shields.io/badge/Kalyan%20KS-%23000000.svg?logo=X&logoColor=white" alt="Twitter"> <

Community Evaluation

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AI Dev Skills

Unmapped

Chunking StrategiesDocument EmbeddingsInformation RetrievalLarge Language Model IntegrationNatural Language ProcessingPrompt EngineeringRetrieval-Augmented GenerationSemantic SearchText PreprocessingVector Databases

Tags

Chunking StrategiesDocument EmbeddingsInformation RetrievalLarge Language Model IntegrationNatural Language ProcessingPrompt EngineeringRetrieval-Augmented GenerationSemantic SearchText PreprocessingVector DatabasesAI AgentsAutoGenAutomationBenchmarkingChromaCourseCrewAIDatabaseDeepEvalEmbeddingsEvalsForkedGraphRAGHaystackHybrid SearchJavaScriptJupyterKnowledge GraphLangChainLangGraphLarge Language ModelsLlamaIndexMachine LearningMilvusMultimodal AIOpen SourcePineconePythonQdrantRAGRAGASRerankingResearch / PapersRoadmapTransformersVector DatabaseWeaviatepgvector

Taxonomy

AI Trends

Retrieval-Augmented GenerationCompound AI SystemsKnowledge-Grounded GenerationHybrid Search Systems

category

RAG & RetrievalFoundation ModelsAI AgentsEvals & BenchmarkingDev Tools & AutomationLearning ResourcesData Science & Analytics

Deployment Context

Self-hostedCloud APIOn-premise

Industries

EducationEnterprise SearchKnowledge ManagementDocument AnalysisCustomer Support

Modalities

Text

Skill Areas

Retrieval-Augmented GenerationVector DatabasesDocument EmbeddingsSemantic SearchLarge Language Model IntegrationInformation RetrievalNatural Language ProcessingText PreprocessingChunking StrategiesPrompt Engineering

tag

AI AgentsAutoGenAutomationBenchmarkingChromaCourseCrewAIDatabaseDeepEvalEmbeddingsEvalsForkedGraphRAGHaystackHybrid SearchJavaScriptJupyterKnowledge GraphLangChainLangGraphLarge Language ModelsLlamaIndexMachine LearningMilvusMultimodal AIOpen SourcePineconePythonQdrantRAGRAGASRerankingResearch / PapersRoadmapTransformersVector DatabaseWeaviatepgvector

Use Cases

Document Question AnsweringKnowledge Base SearchContextual Information RetrievalEducational Tutorial ImplementationRAG System Development Learning

Recent Activity

Updated 1 years ago

7 Days

0

30 Days

0

90 Days

0

Quality

research
Quality
medium
Maturity
research

Categories

Foundation ModelsPrimaryAI AgentsRAG & RetrievalEvals & BenchmarkingData Science & AnalyticsMultimodal AIEdge & Mobile AISearch & KnowledgeOther AI / MLDev Tools & AutomationLearning Resources

PM Skills

User ExperienceData & EvaluationProduct DiscoveryDeveloper PlatformAI-Native Architecture

Languages

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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