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Saturn Cloud Quickstart
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Using Saturn Cloud
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Python Examples
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Dask
Starting with Dask
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CLI Calls
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RAPIDS
Use RAPIDS on a Single GPU
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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
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Prefect Cloud
Run a Prefect Cloud Data Pipeline on a Single Machine
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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
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Embed Workspaces Outside of Saturn Cloud
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Dask
Dask Dashboard
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Troubleshooting Dask GroupBy
NVCC
OpenCV (Python)
PyTorch (Python)
RAPIDS (Python)
Streamlit (Python)
TensorFlow (Python)
Resources Won't Start
R Studio won't load
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Saturn Cloud Architecture Components
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Encrypting Kubernetes Secrets
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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
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Release Notes
Release 2025.05.01
Release 2025.05.01
Saturn Cloud release notes for 2024.05.01
Kubernetes
This release updates from Kubernetes 1.26 to 1.29
