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Using Saturn Cloud
Resources
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Create Custom Images
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Examples
Python Examples
Load Data
Load Data From Your Local File System
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Dask
Starting with Dask
Dask Collections
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Concurrency
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Machine Learning
Model Training
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Special Topics
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
Create an API with FastAPI
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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
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Active Resources Dashboard
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Embed Workspaces Outside of Saturn Cloud
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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
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Installation
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Saturn Cloud Architecture Components
Extra Setup Options
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Azure AD
Google Authentication
Okta
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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
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Using Saturn Cloud
Images
Images
Details on creating and using Saturn Cloud images
Images in Saturn Cloud
Learn about images in Saturn Cloud
Custom Images
Use your own custom images in Saturn Cloud