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Getting Started⭐Introduction🧙Installation🪄Core concepts🤔Deploying ZenMLDeploy with ZenML CLIDeploy with DockerDeploy with HelmDeploy using HuggingFace SpacesDeploy with custom imagesManage deployed servicesUpgrade the version of the ZenML serverTroubleshoot the deployed serverTroubleshoot stack componentsCustom secret storesSecret management☁️ZenML ProSystem ArchitecturesZenML SaaSUser Management

User Guide🐣Starter guideCreate an ML pipelineCache previous executionsManage artifactsTrack ML modelsA starter project🐔Production guideDeploying ZenMLUnderstanding stacksConnecting remote storageOrchestrate on the cloudConfigure your pipeline to add computeConfigure a code repositorySet up CI/CDAn end-to-end project🦜LLMOps guideRAG with ZenMLRAG in 85 lines of codeUnderstanding Retrieval-Augmented Generation (RAG)Data ingestion and preprocessingEmbeddings generationStoring embeddings in a vector databaseBasic RAG inference pipelineEvaluation and metricsEvaluation in 65 lines of codeRetrieval evaluationGeneration evaluationEvaluation in practiceReranking for better retrievalUnderstanding rerankingImplementing reranking in ZenMLEvaluating reranking performanceImprove retrieval by finetuning embeddingsFinetuning LLMs with ZenML