# Hydrosphere.io ## master - [Hydrosphere](https://docs.hydrosphere.io/master/readme.md): Platform for deploying your Machine Learning to production - [Overview](https://docs.hydrosphere.io/master/about/overview.md) - [Concepts](https://docs.hydrosphere.io/master/about/concepts.md): There are a few concepts that you should be familiar with before starting to work with the Hydrosphere platform. - [Platform Architecture](https://docs.hydrosphere.io/master/about/services.md) - [Serving](https://docs.hydrosphere.io/master/about/services/serving.md) - [Monitoring](https://docs.hydrosphere.io/master/about/services/monitoring.md) - [Interpretability](https://docs.hydrosphere.io/master/about/services/interpretability.md) - [Key Features](https://docs.hydrosphere.io/master/about/hydrosphere-features.md): Features that make up Hydrosphere Platform - [Model Registry](https://docs.hydrosphere.io/master/about/hydrosphere-features/model-registry.md) - [Inference Pipelines](https://docs.hydrosphere.io/master/about/hydrosphere-features/inference-pipelines.md) - [A/B Model Deployments](https://docs.hydrosphere.io/master/about/hydrosphere-features/a-b-model-deployments.md) - [Traffic Shadowing](https://docs.hydrosphere.io/master/about/hydrosphere-features/traffic-shadowing.md) - [Language-Agnostic](https://docs.hydrosphere.io/master/about/hydrosphere-features/language-agnostic.md) - [Automatic Outlier Detection](https://docs.hydrosphere.io/master/about/hydrosphere-features/automatic-outlier-detection.md) - [Data Drift Report](https://docs.hydrosphere.io/master/about/hydrosphere-features/data-drift-report.md) - [Monitoring Dashboard](https://docs.hydrosphere.io/master/about/hydrosphere-features/monitoring-dashboard.md) - [Alerts](https://docs.hydrosphere.io/master/about/hydrosphere-features/alerts.md) - [Prediction Explanation](https://docs.hydrosphere.io/master/about/hydrosphere-features/root-cause.md) - [Data Projection](https://docs.hydrosphere.io/master/about/hydrosphere-features/data-vizualization.md) - [Kubeflow Components](https://docs.hydrosphere.io/master/about/hydrosphere-features/kubeflow-components.md) - [AWS Sagemaker](https://docs.hydrosphere.io/master/about/hydrosphere-features/aws-sagemaker.md) - [Installation](https://docs.hydrosphere.io/master/quickstart/installation.md) - [CLI](https://docs.hydrosphere.io/master/quickstart/installation/cli.md) - [Python SDK](https://docs.hydrosphere.io/master/quickstart/installation/sdk.md) - [Configuring Helm charts](https://docs.hydrosphere.io/master/quickstart/installation/configuring-helm-charts.md) - [Getting Started](https://docs.hydrosphere.io/master/quickstart/getting-started.md): This is an entry-point tutorial to the Hydrosphere platform. Estimated completion time: 13 min. - [Tutorials](https://docs.hydrosphere.io/master/quickstart/tutorials.md) - [A/B Analysis for a Recommendation Model](https://docs.hydrosphere.io/master/quickstart/tutorials/a-b-analysis-for-a-recommendation-model.md): Estimated completion time: 14 min. - [Using Deployment Configurations](https://docs.hydrosphere.io/master/quickstart/tutorials/deployment-configuration.md): Estimated completion time: 11m. - [Train & Deploy Census Income Classification Model](https://docs.hydrosphere.io/master/quickstart/tutorials/train-and-deploy-census-income-classification-model.md) - [Monitoring Anomalies with a Custom Metric](https://docs.hydrosphere.io/master/quickstart/tutorials/custom_metric.md): Estimated Completion Time: 18m. - [Monitoring External Models](https://docs.hydrosphere.io/master/quickstart/tutorials/monitoring-external-models.md) - [How-To](https://docs.hydrosphere.io/master/quickstart/how-to.md) - [Invoke applications](https://docs.hydrosphere.io/master/quickstart/how-to/invoke-applications.md): Inferencing applications can be achieved using any of the methods described below. - [Write definitions](https://docs.hydrosphere.io/master/quickstart/how-to/write-definitions.md) - [Develop runtimes](https://docs.hydrosphere.io/master/quickstart/how-to/develop-runtimes.md) - [Use private pip repositories](https://docs.hydrosphere.io/master/quickstart/how-to/pip-config.md) - [Troubleshooting](https://docs.hydrosphere.io/master/resources/troubleshooting.md): This section is to help users solve common known issues. - [Reference](https://docs.hydrosphere.io/master/resources/reference.md) - [Libraries](https://docs.hydrosphere.io/master/resources/reference/libraries.md) - [Runtimes](https://docs.hydrosphere.io/master/resources/reference/runtimes.md) - [Contribution](https://docs.hydrosphere.io/master/resources/contribution.md) - [Contributing Pull Requests](https://docs.hydrosphere.io/master/resources/contribution/contribute-pr.md) - [AWS infrastructure](https://docs.hydrosphere.io/master/advanced/production-ready-infrastructure.md) ## 2.4.0 Release - [Hydrosphere](https://docs.hydrosphere.io/release-2.4.0/undefined.md): Platform for deploying your Machine Learning to production - [Overview](https://docs.hydrosphere.io/release-2.4.0/about/overview.md) - [Concepts](https://docs.hydrosphere.io/release-2.4.0/about/concepts.md): There are a few concepts that you should be familiar with before starting to work with the Hydrosphere platform. - [Platform Architecture](https://docs.hydrosphere.io/release-2.4.0/about/services.md) - [Serving](https://docs.hydrosphere.io/release-2.4.0/about/services/serving.md) - [Monitoring](https://docs.hydrosphere.io/release-2.4.0/about/services/monitoring.md) - [Interpretability](https://docs.hydrosphere.io/release-2.4.0/about/services/interpretability.md) - [Key Features](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features.md): Features that make up Hydrosphere Platform - [Model Registry](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/model-registry.md) - [Inference Pipelines](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/inference-pipelines.md) - [A/B Model Deployments](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/a-b-model-deployments.md) - [Traffic Shadowing](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/traffic-shadowing.md) - [Language-Agnostic](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/language-agnostic.md) - [Automatic Outlier Detection](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/automatic-outlier-detection.md) - [Data Drift Report](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/data-drift-report.md) - [Monitoring Dashboard](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/monitoring-dashboard.md) - [Alerts](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/alerts.md) - [Prediction Explanation](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/root-cause.md) - [Data Projection](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/data-vizualization.md) - [Kubeflow Components](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/kubeflow-components.md) - [AWS Sagemaker](https://docs.hydrosphere.io/release-2.4.0/about/hydrosphere-features/aws-sagemaker.md) - [Installation](https://docs.hydrosphere.io/release-2.4.0/quickstart/installation.md) - [CLI](https://docs.hydrosphere.io/release-2.4.0/quickstart/installation/cli.md) - [Python SDK](https://docs.hydrosphere.io/release-2.4.0/quickstart/installation/sdk.md) - [Getting Started](https://docs.hydrosphere.io/release-2.4.0/quickstart/getting-started.md): This is an entry-point tutorial to the Hydrosphere platform. Estimated completion time: 13 min. - [Tutorials](https://docs.hydrosphere.io/release-2.4.0/quickstart/tutorials.md) - [A/B Analysis for a Recommendation Model](https://docs.hydrosphere.io/release-2.4.0/quickstart/tutorials/a-b-analysis-for-a-recommendation-model.md): Estimated completion time: 14 min. - [Using Deployment Configurations](https://docs.hydrosphere.io/release-2.4.0/quickstart/tutorials/deployment-configuration.md): Estimated completion time: 11m. - [Train & Deploy Census Income Classification Model](https://docs.hydrosphere.io/release-2.4.0/quickstart/tutorials/train-and-deploy-census-income-classification-model.md) - [Monitoring Anomalies with a Custom Metric](https://docs.hydrosphere.io/release-2.4.0/quickstart/tutorials/custom_metric.md): Estimated Completion Time: 18m. - [Monitoring External Models](https://docs.hydrosphere.io/release-2.4.0/quickstart/tutorials/monitoring-external-models.md) - [How-To](https://docs.hydrosphere.io/release-2.4.0/quickstart/how-to.md) - [Invoke applications](https://docs.hydrosphere.io/release-2.4.0/quickstart/how-to/invoke-applications.md): Inferencing applications can be achieved using any of the methods described below. - [Write definitions](https://docs.hydrosphere.io/release-2.4.0/quickstart/how-to/write-definitions.md) - [Develop runtimes](https://docs.hydrosphere.io/release-2.4.0/quickstart/how-to/develop-runtimes.md) - [Use private pip repositories](https://docs.hydrosphere.io/release-2.4.0/quickstart/how-to/pip-config.md) - [Troubleshooting](https://docs.hydrosphere.io/release-2.4.0/resources/troubleshooting.md): This section is to help users solve common known issues. - [Reference](https://docs.hydrosphere.io/release-2.4.0/resources/reference.md) - [Runtimes](https://docs.hydrosphere.io/release-2.4.0/resources/reference/runtimes.md) - [Contribution](https://docs.hydrosphere.io/release-2.4.0/resources/contribution.md) - [Contributing Pull Requests](https://docs.hydrosphere.io/release-2.4.0/resources/contribution/contribute-pr.md) ## 2.4.1 Release - [Hydrosphere](https://docs.hydrosphere.io/release-2.4.1/undefined.md): Platform for deploying your Machine Learning to production - [Overview](https://docs.hydrosphere.io/release-2.4.1/about/overview.md) - [Concepts](https://docs.hydrosphere.io/release-2.4.1/about/concepts.md): There are a few concepts that you should be familiar with before starting to work with the Hydrosphere platform. - [Platform Architecture](https://docs.hydrosphere.io/release-2.4.1/about/services.md) - [Serving](https://docs.hydrosphere.io/release-2.4.1/about/services/serving.md) - [Monitoring](https://docs.hydrosphere.io/release-2.4.1/about/services/monitoring.md) - [Interpretability](https://docs.hydrosphere.io/release-2.4.1/about/services/interpretability.md) - [Key Features](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features.md): Features that make up Hydrosphere Platform - [Model Registry](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/model-registry.md) - [Inference Pipelines](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/inference-pipelines.md) - [A/B Model Deployments](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/a-b-model-deployments.md) - [Traffic Shadowing](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/traffic-shadowing.md) - [Language-Agnostic](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/language-agnostic.md) - [Automatic Outlier Detection](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/automatic-outlier-detection.md) - [Data Drift Report](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/data-drift-report.md) - [Monitoring Dashboard](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/monitoring-dashboard.md) - [Alerts](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/alerts.md) - [Prediction Explanation](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/root-cause.md) - [Data Projection](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/data-vizualization.md) - [Kubeflow Components](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/kubeflow-components.md) - [AWS Sagemaker](https://docs.hydrosphere.io/release-2.4.1/about/hydrosphere-features/aws-sagemaker.md) - [Installation](https://docs.hydrosphere.io/release-2.4.1/quickstart/installation.md) - [CLI](https://docs.hydrosphere.io/release-2.4.1/quickstart/installation/cli.md) - [Python SDK](https://docs.hydrosphere.io/release-2.4.1/quickstart/installation/sdk.md) - [Getting Started](https://docs.hydrosphere.io/release-2.4.1/quickstart/getting-started.md): This is an entry-point tutorial to the Hydrosphere platform. Estimated completion time: 13 min. - [Tutorials](https://docs.hydrosphere.io/release-2.4.1/quickstart/tutorials.md) - [A/B Analysis for a Recommendation Model](https://docs.hydrosphere.io/release-2.4.1/quickstart/tutorials/a-b-analysis-for-a-recommendation-model.md): Estimated completion time: 14 min. - [Using Deployment Configurations](https://docs.hydrosphere.io/release-2.4.1/quickstart/tutorials/deployment-configuration.md): Estimated completion time: 11m. - [Train & Deploy Census Income Classification Model](https://docs.hydrosphere.io/release-2.4.1/quickstart/tutorials/train-and-deploy-census-income-classification-model.md) - [Using Automatic Outlier Detection to find anomalies](https://docs.hydrosphere.io/release-2.4.1/quickstart/tutorials/how-to-use-anomaly-detection.md) - [Monitoring Anomalies with a Custom Metric](https://docs.hydrosphere.io/release-2.4.1/quickstart/tutorials/custom_metric.md): Estimated Completion Time: 18m. - [Monitoring External Models](https://docs.hydrosphere.io/release-2.4.1/quickstart/tutorials/monitoring-external-models.md) - [How-To](https://docs.hydrosphere.io/release-2.4.1/quickstart/how-to.md) - [Invoke applications](https://docs.hydrosphere.io/release-2.4.1/quickstart/how-to/invoke-applications.md): Inferencing applications can be achieved using any of the methods described below. - [Write definitions](https://docs.hydrosphere.io/release-2.4.1/quickstart/how-to/write-definitions.md) - [Develop runtimes](https://docs.hydrosphere.io/release-2.4.1/quickstart/how-to/develop-runtimes.md) - [Use private pip repositories](https://docs.hydrosphere.io/release-2.4.1/quickstart/how-to/pip-config.md) - [Troubleshooting](https://docs.hydrosphere.io/release-2.4.1/resources/troubleshooting.md): This section is to help users solve common known issues. - [Reference](https://docs.hydrosphere.io/release-2.4.1/resources/reference.md) - [Runtimes](https://docs.hydrosphere.io/release-2.4.1/resources/reference/runtimes.md) - [Contribution](https://docs.hydrosphere.io/release-2.4.1/resources/contribution.md) - [Contributing Pull Requests](https://docs.hydrosphere.io/release-2.4.1/resources/contribution/contribute-pr.md) ## 2.4.2 Release - [Hydrosphere](https://docs.hydrosphere.io/release-2.4.2/undefined.md): Platform for deploying your Machine Learning to production - [Overview](https://docs.hydrosphere.io/release-2.4.2/about/overview.md) - [Concepts](https://docs.hydrosphere.io/release-2.4.2/about/concepts.md): There are a few concepts that you should be familiar with before starting to work with the Hydrosphere platform. - [Platform Architecture](https://docs.hydrosphere.io/release-2.4.2/about/services.md) - [Serving](https://docs.hydrosphere.io/release-2.4.2/about/services/serving.md) - [Monitoring](https://docs.hydrosphere.io/release-2.4.2/about/services/monitoring.md) - [Interpretability](https://docs.hydrosphere.io/release-2.4.2/about/services/interpretability.md) - [Key Features](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features.md): Features that make up Hydrosphere Platform - [Model Registry](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/model-registry.md) - [Inference Pipelines](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/inference-pipelines.md) - [A/B Model Deployments](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/a-b-model-deployments.md) - [Traffic Shadowing](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/traffic-shadowing.md) - [Language-Agnostic](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/language-agnostic.md) - [Automatic Outlier Detection](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/automatic-outlier-detection.md) - [Data Drift Report](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/data-drift-report.md) - [Monitoring Dashboard](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/monitoring-dashboard.md) - [Alerts](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/alerts.md) - [Prediction Explanation](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/root-cause.md) - [Data Projection](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/data-vizualization.md) - [Kubeflow Components](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/kubeflow-components.md) - [AWS Sagemaker](https://docs.hydrosphere.io/release-2.4.2/about/hydrosphere-features/aws-sagemaker.md) - [Installation](https://docs.hydrosphere.io/release-2.4.2/quickstart/installation.md) - [CLI](https://docs.hydrosphere.io/release-2.4.2/quickstart/installation/cli.md) - [Python SDK](https://docs.hydrosphere.io/release-2.4.2/quickstart/installation/sdk.md) - [Getting Started](https://docs.hydrosphere.io/release-2.4.2/quickstart/getting-started.md): This is an entry-point tutorial to the Hydrosphere platform. Estimated completion time: 13 min. - [Tutorials](https://docs.hydrosphere.io/release-2.4.2/quickstart/tutorials.md) - [A/B Analysis for a Recommendation Model](https://docs.hydrosphere.io/release-2.4.2/quickstart/tutorials/a-b-analysis-for-a-recommendation-model.md): Estimated completion time: 14 min. - [Using Deployment Configurations](https://docs.hydrosphere.io/release-2.4.2/quickstart/tutorials/deployment-configuration.md): Estimated completion time: 11m. - [Train & Deploy Census Income Classification Model](https://docs.hydrosphere.io/release-2.4.2/quickstart/tutorials/train-and-deploy-census-income-classification-model.md) - [Monitoring Anomalies with a Custom Metric](https://docs.hydrosphere.io/release-2.4.2/quickstart/tutorials/custom_metric.md): Estimated Completion Time: 18m. - [Monitoring External Models](https://docs.hydrosphere.io/release-2.4.2/quickstart/tutorials/monitoring-external-models.md) - [How-To](https://docs.hydrosphere.io/release-2.4.2/quickstart/how-to.md) - [Invoke applications](https://docs.hydrosphere.io/release-2.4.2/quickstart/how-to/invoke-applications.md): Inferencing applications can be achieved using any of the methods described below. - [Write definitions](https://docs.hydrosphere.io/release-2.4.2/quickstart/how-to/write-definitions.md) - [Develop runtimes](https://docs.hydrosphere.io/release-2.4.2/quickstart/how-to/develop-runtimes.md) - [Use private pip repositories](https://docs.hydrosphere.io/release-2.4.2/quickstart/how-to/pip-config.md) - [Troubleshooting](https://docs.hydrosphere.io/release-2.4.2/resources/troubleshooting.md): This section is to help users solve common known issues. - [Reference](https://docs.hydrosphere.io/release-2.4.2/resources/reference.md) - [Runtimes](https://docs.hydrosphere.io/release-2.4.2/resources/reference/runtimes.md) - [Contribution](https://docs.hydrosphere.io/release-2.4.2/resources/contribution.md) - [Contributing Pull Requests](https://docs.hydrosphere.io/release-2.4.2/resources/contribution/contribute-pr.md) ## 2.4.3 Release - [Hydrosphere](https://docs.hydrosphere.io/release-2.4.3/undefined.md): Platform for deploying your Machine Learning to production - [Overview](https://docs.hydrosphere.io/release-2.4.3/about/overview.md) - [Concepts](https://docs.hydrosphere.io/release-2.4.3/about/concepts.md): There are a few concepts that you should be familiar with before starting to work with the Hydrosphere platform. - [Platform Architecture](https://docs.hydrosphere.io/release-2.4.3/about/services.md) - [Serving](https://docs.hydrosphere.io/release-2.4.3/about/services/serving.md) - [Monitoring](https://docs.hydrosphere.io/release-2.4.3/about/services/monitoring.md) - [Interpretability](https://docs.hydrosphere.io/release-2.4.3/about/services/interpretability.md) - [Key Features](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features.md): Features that make up Hydrosphere Platform - [Model Registry](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/model-registry.md) - [Inference Pipelines](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/inference-pipelines.md) - [A/B Model Deployments](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/a-b-model-deployments.md) - [Traffic Shadowing](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/traffic-shadowing.md) - [Language-Agnostic](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/language-agnostic.md) - [Automatic Outlier Detection](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/automatic-outlier-detection.md) - [Data Drift Report](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/data-drift-report.md) - [Monitoring Dashboard](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/monitoring-dashboard.md) - [Alerts](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/alerts.md) - [Prediction Explanation](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/root-cause.md) - [Data Projection](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/data-vizualization.md) - [Kubeflow Components](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/kubeflow-components.md) - [AWS Sagemaker](https://docs.hydrosphere.io/release-2.4.3/about/hydrosphere-features/aws-sagemaker.md) - [Installation](https://docs.hydrosphere.io/release-2.4.3/quickstart/installation.md) - [CLI](https://docs.hydrosphere.io/release-2.4.3/quickstart/installation/cli.md) - [Python SDK](https://docs.hydrosphere.io/release-2.4.3/quickstart/installation/sdk.md) - [Getting Started](https://docs.hydrosphere.io/release-2.4.3/quickstart/getting-started.md): This is an entry-point tutorial to the Hydrosphere platform. Estimated completion time: 13 min. - [Tutorials](https://docs.hydrosphere.io/release-2.4.3/quickstart/tutorials.md) - [A/B Analysis for a Recommendation Model](https://docs.hydrosphere.io/release-2.4.3/quickstart/tutorials/a-b-analysis-for-a-recommendation-model.md): Estimated completion time: 14 min. - [Using Deployment Configurations](https://docs.hydrosphere.io/release-2.4.3/quickstart/tutorials/deployment-configuration.md): Estimated completion time: 11m. - [Train & Deploy Census Income Classification Model](https://docs.hydrosphere.io/release-2.4.3/quickstart/tutorials/train-and-deploy-census-income-classification-model.md) - [Monitoring Anomalies with a Custom Metric](https://docs.hydrosphere.io/release-2.4.3/quickstart/tutorials/custom_metric.md): Estimated Completion Time: 18m. - [Monitoring External Models](https://docs.hydrosphere.io/release-2.4.3/quickstart/tutorials/monitoring-external-models.md) - [How-To](https://docs.hydrosphere.io/release-2.4.3/quickstart/how-to.md) - [Invoke applications](https://docs.hydrosphere.io/release-2.4.3/quickstart/how-to/invoke-applications.md): Inferencing applications can be achieved using any of the methods described below. - [Write definitions](https://docs.hydrosphere.io/release-2.4.3/quickstart/how-to/write-definitions.md) - [Develop runtimes](https://docs.hydrosphere.io/release-2.4.3/quickstart/how-to/develop-runtimes.md) - [Use private pip repositories](https://docs.hydrosphere.io/release-2.4.3/quickstart/how-to/pip-config.md) - [Troubleshooting](https://docs.hydrosphere.io/release-2.4.3/resources/troubleshooting.md): This section is to help users solve common known issues. - [Reference](https://docs.hydrosphere.io/release-2.4.3/resources/reference.md) - [Runtimes](https://docs.hydrosphere.io/release-2.4.3/resources/reference/runtimes.md) - [Contribution](https://docs.hydrosphere.io/release-2.4.3/resources/contribution.md) - [Contributing Pull Requests](https://docs.hydrosphere.io/release-2.4.3/resources/contribution/contribute-pr.md) ## 3.0.0 Release - [Hydrosphere](https://docs.hydrosphere.io/undefined.md): Platform for deploying your Machine Learning to production - [Overview](https://docs.hydrosphere.io/about/overview.md) - [Concepts](https://docs.hydrosphere.io/about/concepts.md): There are a few concepts that you should be familiar with before starting to work with the Hydrosphere platform. - [Platform Architecture](https://docs.hydrosphere.io/about/services.md) - [Serving](https://docs.hydrosphere.io/about/services/serving.md) - [Monitoring](https://docs.hydrosphere.io/about/services/monitoring.md) - [Interpretability](https://docs.hydrosphere.io/about/services/interpretability.md) - [Key Features](https://docs.hydrosphere.io/about/hydrosphere-features.md): Features that make up Hydrosphere Platform - [Model Registry](https://docs.hydrosphere.io/about/hydrosphere-features/model-registry.md) - [Inference Pipelines](https://docs.hydrosphere.io/about/hydrosphere-features/inference-pipelines.md) - [A/B Model Deployments](https://docs.hydrosphere.io/about/hydrosphere-features/a-b-model-deployments.md) - [Traffic Shadowing](https://docs.hydrosphere.io/about/hydrosphere-features/traffic-shadowing.md) - [Language-Agnostic](https://docs.hydrosphere.io/about/hydrosphere-features/language-agnostic.md) - [Automatic Outlier Detection](https://docs.hydrosphere.io/about/hydrosphere-features/automatic-outlier-detection.md) - [Data Drift Report](https://docs.hydrosphere.io/about/hydrosphere-features/data-drift-report.md) - [Monitoring Dashboard](https://docs.hydrosphere.io/about/hydrosphere-features/monitoring-dashboard.md) - [Alerts](https://docs.hydrosphere.io/about/hydrosphere-features/alerts.md) - [Prediction Explanation](https://docs.hydrosphere.io/about/hydrosphere-features/root-cause.md) - [Data Projection](https://docs.hydrosphere.io/about/hydrosphere-features/data-vizualization.md) - [Kubeflow Components](https://docs.hydrosphere.io/about/hydrosphere-features/kubeflow-components.md) - [AWS Sagemaker](https://docs.hydrosphere.io/about/hydrosphere-features/aws-sagemaker.md) - [Installation](https://docs.hydrosphere.io/quickstart/installation.md) - [CLI](https://docs.hydrosphere.io/quickstart/installation/cli.md) - [Python SDK](https://docs.hydrosphere.io/quickstart/installation/sdk.md) - [Configuring Helm charts](https://docs.hydrosphere.io/quickstart/installation/configuring-helm-charts.md) - [Getting Started](https://docs.hydrosphere.io/quickstart/getting-started.md): This is an entry-point tutorial to the Hydrosphere platform. Estimated completion time: 13 min. - [Tutorials](https://docs.hydrosphere.io/quickstart/tutorials.md) - [A/B Analysis for a Recommendation Model](https://docs.hydrosphere.io/quickstart/tutorials/a-b-analysis-for-a-recommendation-model.md): Estimated completion time: 14 min. - [Using Deployment Configurations](https://docs.hydrosphere.io/quickstart/tutorials/deployment-configuration.md): Estimated completion time: 11m. - [Train & Deploy Census Income Classification Model](https://docs.hydrosphere.io/quickstart/tutorials/train-and-deploy-census-income-classification-model.md) - [Monitoring Anomalies with a Custom Metric](https://docs.hydrosphere.io/quickstart/tutorials/custom_metric.md): Estimated Completion Time: 18m. - [Monitoring External Models](https://docs.hydrosphere.io/quickstart/tutorials/monitoring-external-models.md) - [How-To](https://docs.hydrosphere.io/quickstart/how-to.md) - [Invoke applications](https://docs.hydrosphere.io/quickstart/how-to/invoke-applications.md): Inferencing applications can be achieved using any of the methods described below. - [Write definitions](https://docs.hydrosphere.io/quickstart/how-to/write-definitions.md) - [Develop runtimes](https://docs.hydrosphere.io/quickstart/how-to/develop-runtimes.md) - [Use private pip repositories](https://docs.hydrosphere.io/quickstart/how-to/pip-config.md) - [Troubleshooting](https://docs.hydrosphere.io/resources/troubleshooting.md): This section is to help users solve common known issues. - [Reference](https://docs.hydrosphere.io/resources/reference.md) - [Libraries](https://docs.hydrosphere.io/resources/reference/libraries.md) - [Runtimes](https://docs.hydrosphere.io/resources/reference/runtimes.md) - [Contribution](https://docs.hydrosphere.io/resources/contribution.md) - [Contributing Pull Requests](https://docs.hydrosphere.io/resources/contribution/contribute-pr.md) --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on a page URL with the `ask` query parameter: ``` GET https://docs.hydrosphere.io/undefined.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.