by finetuning embeddingsFinetuning LLMs with ZenMLHow-To😸Set up a project repositoryConnect your git repositoryProject templatesBest practices⛓️Build a pipelineUse pipeline/step parametersStep output typing and annotationControl caching behaviorSchedule a pipelineDeleting a pipelineTrigger a pipeline from anotherRun pipelines asynchronouslyControl execution order of stepsUsing a custom step invocation IDName your pipeline runsUse failure/success hooksHyperparameter tuningVersion pipelinesAccess secrets in a stepFetching pipelinesGet past pipeline/step runs📃Use configuration filesHow to configure a pipeline with a YAMLWhat can be configuredRuntime settings for Docker, resources, and stack componentsConfiguration hierarchyFind out which configuration was used for a runAutogenerate a template yaml file🐳Customize Docker buildsDocker settings on a pipelineDocker settings on a stepSpecify pip dependencies and apt packagesUse your own DockerfilesWhich files are built into the imageReuse Docker builds to speed up Docker build timesUse code repositories to automate Docker build reuseBuild the pipeline without runningDefine where an image is built🚜Train with GPUs🌲Control loggingView logs on the dashboardEnable or disable logs storageSet logging verbosityDisable rich traceback outputDisable colorful logging🗄️Handle Data/ArtifactsHow ZenML stores dataReturn multiple outputs from a stepDelete an artifactOrganize data with tagsGet arbitrary artifacts in a stepHandle custom data typesLoad artifacts into memoryPassing artifacts between pipelines📊Visualizing artifactsDefault visualizationsCreating custom visualizationsDisplaying visualizations in the dashboardDisabling visualizations🪆Use the Model Control PlaneRegistering a ModelDeleting a ModelAssociate a pipeline with a ModelConnecting artifacts via a ModelControlling Model versionsLoad a Model in codePromote a ModelLinking model binaries/data to a ModelLoad artifacts from Model📈Track metrics and metadataAttach metadata to a modelAttach metadata to an artifactAttach metadata to stepsGroup metadataSpecial Metadata TypesFetch metadata within stepsFetch metadata during pipeline composition👨‍🎤Popular integrationsRun on AWSRun on GCPKubeflowKubernetesMLflowSkypilot🔌Connect services (AWS, GCP, Azure, K8s etc)Service Connectors guideSecurity best practicesDocker Service ConnectorKubernetes Service ConnectorAWS Service ConnectorGCP Service ConnectorAzure Service ConnectorHyperAI Service Connector⚒️Manage stacksDeploy a stack componentDeploy a stack using mlstacksReference secrets in stack configurationImplement a custom stack componentImplement a custom integration🐍Configure Python environmentsHandling dependenciesConfigure the server environment🔌Connect to a serverConnect in with your User (interactive)Connect with a Service Account🔐Interact with secrets🐞Debug and solve issues