We work with a network of individual contributors, labs, and organization-level partners around the world to build course materials that are open source and open access on Github.
You can easily contribute to these materials or use them in your own courses, classrooms, or summer schools. All materials are CC-BY licensed and hosted on Github as a modular collection of Jupyterbooks which makes them easily forkable, adaptable, and splittable.
Materials by Subject
Python (course prerequisites)
- Python Workshop
- Climate Specific Python Resources
Climate Science
- Computational Tools and Techniques in Climate Science
Neuroscience
- Computational Neuroscience
- NeuroAI
Machine Learning
- Deep Learning
- NeuroAI
Open Science
- Open Science 101
Connect with the Neuromatch Community
Many people learn from our materials on their own or use them in their teaching. Join our community on Reddit to ask questions, share tips, and connect with others using Neuromatch’s open materials: https://www.reddit.com/r/neuromatch/
How to credit Neuromatch materials
We’re thrilled when people reuse and adapt Neuromatch materials to support learning in their communities. While we encourage this, external uses aren’t officially reviewed or endorsed by Neuromatch. If you reuse or adapt them, please include attribution, a link to the source materials, and a link to the CC-BY 4.0 license. If you make modifications, indicate what you changed. For full details, see the License file in each course book/github repo.
Examples of Attribution:
- Academic/Formal publication citation: “Neuromatch Academy. (Accessed [Month, Day, Year]). [Course Name] course content. Open educational resource. GitHub. [Github link].”
- Syllabus (adapted): “We adapted materials from Neuromatch Academy’s [Course Name] under a CC‑BY 4.0 license. In our version, we updated the data examples and modified several exercises to better fit our students’ background. Full materials and original license: [Github link].”
- Syllabus (no adaptation): “We used materials from Neuromatch Academy’s [Course Name] under a CC‑BY 4.0 license. Full materials and original license: [Github link]”
- Webinar/Talk: “The learning materials discussed are adapted from Neuromatch Academy’s [Course Name] materials under a CC‑BY 4.0 license. We will share a link [in the chat/afterwards in an email/in the handout] to the full materials.”
Share your story
Using Neuromatch to learn or teach? We’d love to hear how! Share your story to help us understand what’s working, improve our materials, and keep everything free for the global community.