# ZenML

## Docs

- [In-depth Configuration](https://zenml.mintlify.app/advanced-guide/pipelines.md): Configure pipelines at will with ZenML.
- [Containerization (Docker)](https://zenml.mintlify.app/advanced-guide/pipelines/containerization.md): How ZenML uses Docker images to run your pipeline
- [Enabling GPU-backed hardware](https://zenml.mintlify.app/advanced-guide/pipelines/gpu-hardware.md): How to ensure your pipelines or steps run on GPU-backed hardware
- [Passing Custom Data Types through Steps (Materializers)](https://zenml.mintlify.app/advanced-guide/pipelines/materializers.md): How to use materializers to pass custom data types through steps
- [Scheduling Pipeline Runs](https://zenml.mintlify.app/advanced-guide/pipelines/scheduling-runs.md): Schedule runs to add automation to your pipelines
- [Runtime Settings](https://zenml.mintlify.app/advanced-guide/pipelines/settings.md): Configuring pipelines, steps, and stack components in ZenML.
- [Accessing Metadata within Steps](https://zenml.mintlify.app/advanced-guide/pipelines/step-metadata.md): How to use step fixtures to access the active ZenML stack from within a step
- [Controlling the Step Execution Order](https://zenml.mintlify.app/advanced-guide/pipelines/step-order.md): How to control the order in which steps get executed
- [Specifying Step Resources](https://zenml.mintlify.app/advanced-guide/pipelines/step-resources.md): How to specify per-step resources
- [Practical MLOps](https://zenml.mintlify.app/advanced-guide/practical-mlops.md): Practical MLOps with ZenML
- [Deploying Models and Batch Inference](https://zenml.mintlify.app/advanced-guide/practical-mlops/deploying-models.md): Deploy models to the cloud using production-grade stacks
- [Secrets Management](https://zenml.mintlify.app/advanced-guide/practical-mlops/secrets-management.md): How to register and use secrets
- [Stack Recipes](https://zenml.mintlify.app/advanced-guide/practical-mlops/stack-recipes.md): Introduction to Stack recipes which help you deploy a full MLOps stack in minutes!
- [Switching Orchestration](https://zenml.mintlify.app/advanced-guide/practical-mlops/switching-orchestration.md): Switching orchestrators to run in the cloud
- [Tracking Experiments](https://zenml.mintlify.app/advanced-guide/practical-mlops/tracking-experiments.md): Track your ML experiments
- [Validating Data](https://zenml.mintlify.app/advanced-guide/practical-mlops/validating-data.md): Validate data as it flows through your pipelines
- [Extending Stacks](https://zenml.mintlify.app/advanced-guide/stacks.md): How to leverage stacks
- [Writing Custom Flavors](https://zenml.mintlify.app/advanced-guide/stacks/custom-flavors.md): How to write a custom stack component flavor
- [Managing External Services](https://zenml.mintlify.app/advanced-guide/stacks/manage-external-services.md): How to manage external, longer-lived services
- [Managing Stack Component States](https://zenml.mintlify.app/advanced-guide/stacks/stack-state-management.md): How to start, stop, provision, and deprovision stacks and stack components
- [Alerters](https://zenml.mintlify.app/component-gallery/alerters.md): How to send automated alerts to chat services
- [Develop a Custom Alerter](https://zenml.mintlify.app/component-gallery/alerters/custom.md): How to develop a custom alerter
- [Slack Alerter](https://zenml.mintlify.app/component-gallery/alerters/slack.md): How to send automated alerts to a Slack channel
- [Annotators](https://zenml.mintlify.app/component-gallery/annotators.md): How to annotate your data
- [Develop a Custom Annotator](https://zenml.mintlify.app/component-gallery/annotators/custom.md): How to develop a custom annotator
- [Label Studio](https://zenml.mintlify.app/component-gallery/annotators/label-studio.md): How to annotate data using Label Studio with ZenML
- [Artifact Stores](https://zenml.mintlify.app/component-gallery/artifact-stores.md): How to set up the persistent storage for your artifacts
- [Amazon Simple Cloud Storage (S3)](https://zenml.mintlify.app/component-gallery/artifact-stores/amazon-s3.md): How to store artifacts in an AWS S3 bucket
- [Azure Blob Storage](https://zenml.mintlify.app/component-gallery/artifact-stores/azure-blob-storage.md): How to store artifacts using Azure Blob Storage
- [Develop a Custom Artifact Store](https://zenml.mintlify.app/component-gallery/artifact-stores/custom.md): How to develop a custom artifact store
- [Google Cloud Storage (GCS)](https://zenml.mintlify.app/component-gallery/artifact-stores/gcloud-gcs.md): How to store artifacts using GCP Cloud Storage
- [Local Artifact Store](https://zenml.mintlify.app/component-gallery/artifact-stores/local.md): How to store artifacts on your local filesystem
- [Categories of MLOps Tools](https://zenml.mintlify.app/component-gallery/categories.md): Overview of categories of MLOps tools
- [Container Registries](https://zenml.mintlify.app/component-gallery/container-registries.md): How to set up the storage for Docker images
- [Amazon Elastic Container Registry (ECR)](https://zenml.mintlify.app/component-gallery/container-registries/amazon-ecr.md): How to store container images in Amazon ECR
- [Azure Container Registry](https://zenml.mintlify.app/component-gallery/container-registries/azure.md): How to store container images in Azure
- [Develop a Custom Container Registry](https://zenml.mintlify.app/component-gallery/container-registries/custom.md): How to develop a custom container registry
- [Default Container Registry](https://zenml.mintlify.app/component-gallery/container-registries/default.md): How to store container images
- [DockerHub](https://zenml.mintlify.app/component-gallery/container-registries/dockerhub.md): How to store container images in DockerHub
- [Google Cloud Container Registry](https://zenml.mintlify.app/component-gallery/container-registries/gcloud.md): How to store container images in GCP
- [GitHub Container Registry](https://zenml.mintlify.app/component-gallery/container-registries/github.md): How to store container images in GitHub
- [Data Validators](https://zenml.mintlify.app/component-gallery/data-validators.md): How to enhance and maintain the quality of your data and the performance of your models with data profiling and validation
- [Develop a Custom Data Validator](https://zenml.mintlify.app/component-gallery/data-validators/custom.md): How to develop a custom Data Validator
- [Deepchecks](https://zenml.mintlify.app/component-gallery/data-validators/deepchecks.md): How to test the data and models used in your pipelines with Deepchecks test suites
- [Evidently](https://zenml.mintlify.app/component-gallery/data-validators/evidently.md): How to keep your data quality in check and guard against data and model drift with Evidently profiling
- [Great Expectations](https://zenml.mintlify.app/component-gallery/data-validators/great-expectations.md): How to use Great Expectations to run data quality checks in your pipelines and document the results
- [Whylogs](https://zenml.mintlify.app/component-gallery/data-validators/whylogs.md): How to collect and visualize statistics to track changes in your pipelines data with whylogs/WhyLabs profiling.
- [Experiment Trackers](https://zenml.mintlify.app/component-gallery/experiment-trackers.md): How to log and visualize ML experiments
- [Develop a Custom Experiment Tracker](https://zenml.mintlify.app/component-gallery/experiment-trackers/custom.md): How to develop a custom experiment tracker
- [MLflow](https://zenml.mintlify.app/component-gallery/experiment-trackers/mlflow.md): How to log and visualize experiments with MLflow
- [Neptune](https://zenml.mintlify.app/component-gallery/experiment-trackers/neptune.md): How to log and visualize experiments with neptune.ai
- [Weights & Biases](https://zenml.mintlify.app/component-gallery/experiment-trackers/wandb.md): How to log and visualize experiments with Weights & Biases
- [Feature Stores](https://zenml.mintlify.app/component-gallery/feature-stores.md): How to manage data in feature stores
- [Develop a Custom Feature Store](https://zenml.mintlify.app/component-gallery/feature-stores/custom.md): How to develop a custom feature store
- [Feast](https://zenml.mintlify.app/component-gallery/feature-stores/feast.md): How to manage data in Feast feature stores
- [Image Builders](https://zenml.mintlify.app/component-gallery/image-builders.md): How to build container images
- [Develop a Custom Image Builder](https://zenml.mintlify.app/component-gallery/image-builders/custom.md): How to develop a custom image builder
- [Kaniko Image Builder](https://zenml.mintlify.app/component-gallery/image-builders/kaniko.md): How to build container images with Kaniko
- [Local Image Builder](https://zenml.mintlify.app/component-gallery/image-builders/local.md): How to build container images locally
- [Integration Overview](https://zenml.mintlify.app/component-gallery/integrations.md): Overview of third-party ZenML integrations
- [Model Deployers](https://zenml.mintlify.app/component-gallery/model-deployers.md): How to deploy your models and serve real-time predictions
- [BentoML](https://zenml.mintlify.app/component-gallery/model-deployers/bentoml.md): How to deploy your models locally with BentoML
- [Develop a Custom Model Deployer](https://zenml.mintlify.app/component-gallery/model-deployers/custom.md): How to develop a custom model deployer
- [KServe](https://zenml.mintlify.app/component-gallery/model-deployers/kserve.md): How to deploy models to Kubernetes with KServe
- [MLflow](https://zenml.mintlify.app/component-gallery/model-deployers/mlflow.md): How to deploy your models locally with MLflow
- [Seldon](https://zenml.mintlify.app/component-gallery/model-deployers/seldon.md): How to deploy models to Kubernetes with Seldon Core
- [Orchestrators](https://zenml.mintlify.app/component-gallery/orchestrators.md): How to orchestrate ML pipelines
- [Airflow Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/airflow.md): How to orchestrate pipelines with Airflow
- [Develop a Custom Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/custom.md): How to develop a custom orchestrator
- [Google Cloud VertexAI Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/gcloud-vertexai.md): How to orchestrate pipelines with Vertex AI
- [GitHub Actions Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/github-actions.md): How to orchestrate pipelines with GitHub Actions
- [Kubeflow Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/kubeflow.md): How to orchestrate pipelines with Kubeflow
- [Kubernetes Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/kubernetes.md): How to orchestrate pipelines with Kubernetes
- [Local Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/local.md): How to orchestrate pipelines locally
- [Local Docker Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/local-docker.md): How to orchestrate pipelines locally in Docker
- [AWS Sagemaker Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/sagemaker.md): How to orchestrate pipelines with Amazon Sagemaker
- [Tekton Orchestrator](https://zenml.mintlify.app/component-gallery/orchestrators/tekton.md): How to orchestrate pipelines with Tekton
- [Secrets Managers](https://zenml.mintlify.app/component-gallery/secrets-managers.md): How to set up storage for secrets
- [AWS Secrets Manager](https://zenml.mintlify.app/component-gallery/secrets-managers/aws.md): How to store secrets in AWS
- [Azure Secrets Manager](https://zenml.mintlify.app/component-gallery/secrets-managers/azure.md): How to store secrets in Azure
- [Develop a Custom Secrets Manager](https://zenml.mintlify.app/component-gallery/secrets-managers/custom.md): How to develop a custom secrets manager
- [Google Cloud Secrets Manager](https://zenml.mintlify.app/component-gallery/secrets-managers/gcp.md): How to store secrets in GCP
- [GitHub Secrets Manager](https://zenml.mintlify.app/component-gallery/secrets-managers/github.md): How to store secrets in GitHub
- [HashiCorp Vault Secrets Manager](https://zenml.mintlify.app/component-gallery/secrets-managers/hashicorp-vault.md): How to store secrets in HashiCorp Vault
- [Local Secrets Manager](https://zenml.mintlify.app/component-gallery/secrets-managers/local.md): How to store secrets locally
- [Step Operators](https://zenml.mintlify.app/component-gallery/step-operators.md): How to execute individual steps in specialized environments
- [Amazon SageMaker](https://zenml.mintlify.app/component-gallery/step-operators/amazon-sagemaker.md): How to execute individual steps in SageMaker
- [AzureML](https://zenml.mintlify.app/component-gallery/step-operators/azureml.md): How to execute individual steps in AzureML
- [Develop a Custom Step Operator](https://zenml.mintlify.app/component-gallery/step-operators/custom.md): How to develop a custom step operator
- [Google Cloud VertexAI](https://zenml.mintlify.app/component-gallery/step-operators/gcloud-vertexai.md): How to execute individual steps in Vertex AI
- [Spark](https://zenml.mintlify.app/component-gallery/step-operators/spark.md): How to execute individual steps on Spark
- [Architecture Diagrams](https://zenml.mintlify.app/getting-started/architecture-diagrams.md): A collection of architecture diagrams that shows the interactions of different environments in mature productions settings.
- [Core Concepts](https://zenml.mintlify.app/getting-started/core-concepts.md): What are the core concepts in ZenML
- [Deploying ZenML](https://zenml.mintlify.app/getting-started/deploying-zenml.md): A guide on how to deploy ZenML
- [One Click Deployment using CLI](https://zenml.mintlify.app/getting-started/deploying-zenml/cli.md): Deploying ZenML on cloud using the CLI
- [Deploying with Docker](https://zenml.mintlify.app/getting-started/deploying-zenml/docker.md): Deploying ZenML in a container.
- [Deploying with Helm](https://zenml.mintlify.app/getting-started/deploying-zenml/helm.md): Deploying ZenML on cloud using Docker or Helm
- [Examples](https://zenml.mintlify.app/getting-started/examples.md): Resources to learn how to use ZenML practically.
- [Installation](https://zenml.mintlify.app/getting-started/installation.md): How to install ZenML
- [Introduction](https://zenml.mintlify.app/getting-started/introduction.md): Welcome to ZenML!
- [Best Practices](https://zenml.mintlify.app/guidelines/best-practices.md): Best practices, recommendations, and tips from the ZenML team
- [Global Configuration](https://zenml.mintlify.app/guidelines/global-config.md): What is the global ZenML config
- [Migration Guide 0.20.0](https://zenml.mintlify.app/guidelines/migration-zero-twenty.md): How to migrate from ZenML 0.13.2 to 0.20.0
- [System Environmental Variables](https://zenml.mintlify.app/guidelines/system-environmental-variables.md): How to control ZenML behavior with environmental variables
- [Contribution Guide](https://zenml.mintlify.app/misc/contributing.md): Contribute to ZenML!
- [Debugging Guide](https://zenml.mintlify.app/misc/debugging.md): A guide to debug common issues and get help.
- [External Integration Guide](https://zenml.mintlify.app/misc/integrating.md): How to integrate with ZenML
- [Usage Analytics](https://zenml.mintlify.app/misc/usage-analytics.md): What are the usage statistics ZenML collects
- [CLI Cheat Sheet](https://zenml.mintlify.app/reference/cheat-sheet.md): Cheat sheet for ZenML CLI commands.
- [Community & Content](https://zenml.mintlify.app/reference/community-and-content.md): All possible ways for our community to get in touch with ZenML.
- [FAQ](https://zenml.mintlify.app/reference/faq.md): Find answers to the most frequently asked questions about ZenML
- [Glossary](https://zenml.mintlify.app/reference/glossary.md): Glossary of terminology used in ZenML
- [Collaboration](https://zenml.mintlify.app/starter-guide/collaborate.md): How to collaborate with your team in ZenML
- [User Roles & Permissions](https://zenml.mintlify.app/starter-guide/collaborate/roles-and-permissions.md): How roles and permissions work within ZenML
- [Inviting Users](https://zenml.mintlify.app/starter-guide/collaborate/users.md): How to add users to your ZenML deployment
- [Connecting to a Deployed ZenML](https://zenml.mintlify.app/starter-guide/collaborate/zenml-deployment.md): Connect to a simply deployed ZenML on the cloud.
- [Pipelines](https://zenml.mintlify.app/starter-guide/pipelines.md): How to create ML pipelines in ZenML
- [Dashboard Overview](https://zenml.mintlify.app/starter-guide/pipelines/dashboard.md): How to use ZenML's native dashboard to monitor your pipelines
- [Fetching Pipelines](https://zenml.mintlify.app/starter-guide/pipelines/fetching-pipelines.md): How to inspect a finished pipeline run
- [Step Parameterization and Caching](https://zenml.mintlify.app/starter-guide/pipelines/parameters-and-caching.md): Iteration is native to ZenML.
- [Stacks](https://zenml.mintlify.app/starter-guide/stacks.md): How to configure MLOps tooling and infrastructure with stacks
- [Managing Stacks](https://zenml.mintlify.app/starter-guide/stacks/managing-stacks.md): You can manage stacks in many different ways.
- [Registering Stacks](https://zenml.mintlify.app/starter-guide/stacks/registering-stacks.md): Registering stacks, components, and flavors.

## Optional

- [CLI Reference](https://apidocs.zenml.io/latest/cli/)
- [API Reference](https://apidocs.zenml.io)
- [Github](https://github.com/zenml-io/zenml)