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Saturn Cloud Quickstart
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Using Saturn Cloud
Resources
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Massively Parallel Jobs for Research Workflows
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Images
Images in Saturn Cloud
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Create Custom Images
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Continuous Integration
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Examples
Python Examples
Load Data
Load Data From Your Local File System
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Load Data From Snowflake
Load Data from Kaggle
Dask
Starting with Dask
Dask Collections
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Dask Bags
Concurrency
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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
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Create a Dashboard with Voila
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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
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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
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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
Get Help
Documentation
Examples
R Examples
Torch
Torch
Use Torch in R on Saturn Cloud
Train a Torch model with a GPU in R
Use the RStudio torch package to train a model on a GPU
