> ## Documentation Index
> Fetch the complete documentation index at: https://domoinc-openapi-sync-dataflows.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Jupyter Workspaces

<Info>
  **Note**
  Workspaces come in either R or Python kernels.
</Info>

### Knowledge Base articles

***

* **[Jupyter Workspaces User Guide](/s/article/36004740075?language=en_US)**
* **[Jupyter Troubleshooting Guide](/s/article/7440921035671?language=en_US)**
* **[Use Jupyter Workpaces with GitHub](/s/article/000005166?language=en_US)**

### Videos/Webinars

***

#### New Features in Jupyter Workspaces (from Domopalooza 2023)

<iframe className="w-full aspect-video rounded-xl" src="https://www.youtube.com/embed/4KFYQpa6tqM" title="Intro" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />

*Shared workspaces, File sharing, Update a dataset using append, upsert, or
partition*

#### Overview of Jupyter Workspaces (from Domopalooza 2022)

<iframe className="w-full aspect-video rounded-xl" src="https://www.youtube.com/embed/04AgOGkN0A0" title="Intro" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />

*Basics of Jupyter, Scheduling notebooks, Customizable Conda environments, Persistent file system, CPU and memory customization, Example of data science project with end-to-end pipeline*

#### Forecasting using Jupyter

<iframe className="w-full aspect-video rounded-xl" src="https://www.youtube.com/embed/60LNo7Nzoe8?start=2103s" title="Intro" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />

*Walkthrough of how to forecast using Jupyter and visualize your results*

#### Creating a Correlation Matrix with Jupyter

<iframe className="w-full aspect-video rounded-xl" src="https://www.youtube.com/embed/9CXoYW-wG-g?start=1115" title="Intro" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />

*[Sample materials to create a correlation matrix](https://drive.google.com/file/d/1davZ_wpxSutr6Dc8cIOMeKKRhkIhlTQR/view):
Zip file that contains Jupyter notebook `.ipynb` file (upload to and open this file
in Jupyter) and Excel dataset (upload to the Data center in your Domo instance)*