docs/content/tutorials/jupyter-notebooks.md

title	description
Jupyter Notebooks	Try some online interactive squid-py tutorials.

You can go through interactive squid-py tutorials at datascience.oceanprotocol.com. They're Jupyter Notebooks running on your own JupyterLab instance. It's quite easy to figure out, but if you get stuck, here are some initial steps:

• Visit datascience.oceanprotocol.com.
• Click the JupyterLab Instance button.
• Login with your GitHub account.
• Once you're in the JupyterLab console, double-click on mantaray_jupyter.
• Double-click on introdution.txt and read it.
• Double-click on one of the .ipynb files. They're labelled to appear in a logical order.
• When asked to select a kernel, select Python 3.
• To make stuff happen (e.g. to run code cells), use the menus at the top of the JupyterLab console, or at the top of your current Jupyter notebook.

In you prefer a step-by-step tutorial, you can watch our thourough [Manta Ray tutorial mini series] (https://www.youtube.com/playlist?list=PL_dn0wVs9kWqSO2iCXvrWuxKFSgVr0Jrw) on our YouTube channel.

For more info, see the blog posts:

• "Project Manta Ray — Data Science powered by Ocean Protocol"
• "The Data Science Workflow — Powered by Ocean Protocol"