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Saturn Cloud Quickstart
- Concepts
- - Motivation Resources in Saturn Cloud API and Recipes Libraries, dependencies and Docker images in Saturn Cloud Scalability Collaboration and Teams IT Teams and Security MLOps
- Using Saturn Cloud
- - - Resources
    - - Jupyter Servers R Servers Deployments Jobs Deleting Resources Prefect Cloud Flows
    Dispatching Jobs for Research Workflows Massively Parallel Jobs for Research Workflows Connect to Data Git Repositories Install Packages and Software Dask Clusters Environment Variables Secrets SSH Connections Auto-Shutoff Shared Folders
    - Images
    - - Images in Saturn Cloud
        Custom Images
        Create Custom Images Create Docker Images with Conda and Poetry Import Existing Docker Images
    Continuous Integration Resource Recipes
    - Connect to Dask Externally
    - - Connect to Dask from Outside Saturn Cloud Connect to Dask from Azure Connect to Dask from SageMaker Connect to Dask from Google Colab
    Billing for Saturn Cloud Hosted
- Examples
- - - Python Examples
    - - Load Data
        Load Data From Your Local File System Load Data From S3 Buckets Load Data From Snowflake Load Data from Kaggle
        Dask
        Starting with Dask
        Dask Collections
        Dask DataFrames Dask Arrays Dask Bags
        Concurrency
        Dask Delayed Dask Futures
        Machine Learning
        Model Training Grid Search
        Special Topics
        CLI Calls Logging Rolling Averages
        RAPIDS
        Use RAPIDS on a Single GPU Use RAPIDS on a GPU Cluster
        PyTorch
        Train a PyTorch model with a GPU on Saturn Cloud Training Many PyTorch Models Concurrently with Dask Training a PyTorch Model across a Dask Cluster
        Weights & Biases
        Weights & Biases Weights & Biases (with Dask Cluster)
        Comet
        Comet
        Bodo.ai
        Use Bodo.ai and iPyParallel in a Jupyter Notebook Use Bodo.ai and mpiexec on a Python Script
        Jobs and Deployments
        Create a Job Create an API with FastAPI Create an API with Flask Create a Dashboard with Panel Create a Dashboard with Voila Create a Dashboard with Dash Create a Dashboard with Streamlit
        Prefect Cloud
        Run a Prefect Cloud Data Pipeline on a Single Machine Run a Prefect Cloud Data Pipeline on a Dask Cluster Run a Prefect Cloud Data Pipeline with access to a Dask Cluster
        TensorFlow
        Train a TensorFlow Model (GPU) Train a TensorFlow Model (Multi-GPU)
    - R Examples
    - - Load Data
        Load Data From Your Local File System Load Data From S3 Buckets Load Data From Snowflake Load Data from Kaggle
        TensorFlow
        Train a TensorFlow model with a GPU in R
        Torch
        Train a Torch model with a GPU in R
        future
        The R future Package Using the furrr Package Using the targets Package
        Jobs and Deployments
        Create a Job Using R Create an API with Plumber Create a Dashboard with Shiny
    - Julia Examples
    - - Flux
        Train a Neural Network Using Flux
        Jobs and Deployments
        Create an API with Genie Create a Dashboard with Dash
- Images
- - - Saturn Cloud Images
    - - saturn-julia saturn-julia-gpu saturn-python saturn-python-pytorch saturn-python-rapids saturn-python-tensorflow saturn-r saturn-r-bioconductor saturn-r-tensorflow saturn-r-torch
    - Base Images
    - - saturnbase-julia saturnbase-julia-gpu-11.3 saturnbase-python saturnbase-python-gpu-11.2 saturnbase-r saturnbase-r-bioconductor saturnbase-r-gpu-11.1
- Best Practices
- - Deploying Models, Dashboards, and APIs Deploying Jobs
- Administration
- - Add and Remove Users Groups Active Resources Dashboard Usage Reports Embed Workspaces Outside of Saturn Cloud
- Troubleshooting
- - Connecting to other sites and services
    - Package Support
    - - Dask
        Dask Dashboard Troubleshooting and Optimizing Dask Resources Troubleshooting Dask GroupBy
        NVCC OpenCV (Python) PyTorch (Python) RAPIDS (Python) Streamlit (Python) TensorFlow (Python)
    Resources Won't Start R Studio won't load IP Allow Lists
- Enterprise
- - Getting Started with Enterprise
    - Installation
    - - Automated Install Manual Install Manual Install (No IAM Users) Saturn Cloud Architecture Components
    - Extra Setup Options
    - - Identity Providers and SSO
        Azure AD Google Authentication Okta
        Data Connections Custom VPCs Encrypting Kubernetes Secrets IAM Roles for Users and Groups No Internet Access High Security Installations
    - Maintenance
    - - Upgrading to Release 2024.04.01 Upgrading to Release 2024.01.01 Upgrading to Release 2023.09.01 Upgrading to Release 2023.05.01 Upgrading to Release 2023.03.01 Upgrading to Release 2023.02.01 Upgrading to Release 2022.11.01 Upgrading to Release 2022.10.01 Upgrading to Release 2022.09.01 Upgrading to Release 2022.08.01 Upgrading to Release 2022.05.01 Upgrading to Release 2022.04.01 Upgrading to Release 2022.03.01 Upgrading to Release 2022.02.01 Upgrading to Release 2022.01.06 Upgrading to Release 2021.11.10 Upgrading to Release 2021.10.26 Uninstalling
Security
- Release Notes
- - Release 2025.05.01 Release 2024.04.01 Release 2024.01.01 Release 2023.09.01 Release 2023.05.01 Release 2023.03.01 Release 2023.02.01 Release 2022.11.01 Release 2022.10.01 Release 2022.09.01 Release 2022.08.01 Release 2022.05.01 Release 2022.04.01 Release 2022.03.01 Release 2022.02.01 Release 2022.01.06 Release 2021.11.10 Release 2021.10.26 Release 2021.09.20 Release 2021.08.16 Release 2021.07.26

Documentation
Best Practices

Best Practices

Best Practifces with Saturn Cloud

Deploying Models, Dashboards, and APIs

Best practices for deploying models, dashboards and APIs.

Deploying Jobs

Best practices for deploying jobs.

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