[](http://mybinder.org/v2/gh/numpy/numpy-tutorials/master?urlpath=lab/tree/content)

This set of tutorials and educational materials is being developed,

IT IS NOT INTEGRATED IN THE HTML DOCS AThttps://www.numpy.org/devdocs/

interested in adding your own content, check the[Contributing](#contributing)

section.

To open a live version of the content, click the**launch Binder** button above.

To download a local copy of the`.ipynb` files, you can either

[clone this repository](https://docs.github.com/en/github/creating-cloning-and-archiving-repositories/cloning-a-repository)

or navigate to any of the documents listed below and download it individually.

1.[Tutorial: Linear algebra on n-dimensional arrays](content/tutorial-svd.ipynb)

2.[Tutorial: CS231n Python Tutorial](content/cs231_tutorial.ipynb)

0.[Learn to write a NumPy tutorial](content/tutorial-style-guide.md): our style guide for writing tutorials.

1.[Tutorial: Linear algebra on n-dimensional arrays](content/tutorial-svd.md)

2.[Tutorial: CS231n Python Tutorial](content/cs231_tutorial.md)

3.[Tutorial: Determining Moore's Law with real data in NumPy](content/mooreslaw-tutorial.ipynb)

4.[Tutorial: Saving and sharing your NumPy arrays](content/save-load-arrays.ipynb)

* rST may present a barrier for some people who might otherwise be very

interested in contributing tutorial material.

You may notice that some of our content is in markdown format (`.md` files).

This is part of an ongoing restructuring of the repository workflow. However,

you can still submit your content as a Jupyter Notebook file.

If you have your own tutorial in the form of a Jupyter notebook (a`.ipynb`

file) and you'd like totryadd it out to the repository:

file) and you'd like to add it to the repository:

Go to[https://github.com/numpy/numpy-tutorials/issues](https://github.com/numpy/numpy-tutorials/issues) and create a new issue with your proposal. Give as much detail as you can about what kind of content you would like to write (tutorial, how-to) and what you plan to cover. We will try to respond as quickly as possible with comments, if applicable.

Go to[https://github.com/numpy/numpy-tutorials/issues](https://github.com/numpy/numpy-tutorials/issues)

and create a new issue with your proposal. Give as much detail as you can about

what kind of content you would like to write (tutorial, how-to) and what you

plan to cover. We will try to respond as quickly as possible with comments, if

applicable.

You can use our[Tutorial Style Guide](content/tutorial-style-guide.ipynb) to make your content consistent with our existing tutorials.

You can use our[Tutorial Style Guide](content/tutorial-style-guide.md) to make

your content consistent with our existing tutorials.

</details>

<b>Update the <code>environment.yml</code> file with the dependencies for your tutorial</b>

(only if you add new dependencies).

<b>Update the <code>environment.yml</code> file with the dependencies for your

tutorial</b>(only if you add new dependencies).

<details>