License

This repository contains two kinds of material, and each is licensed differently.

Material License
Software and code MIT License
Non-software content (prose, slides, images, course materials) CC BY-NC-SA 4.0

If you reuse anything from this repository, apply the license that matches the kind of material you are reusing.

MIT License (code)

Copyright (c) 2026 Master of Data Science, University of British Columbia

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (prose)

Copyright (c) 2026 Master of Data Science, University of British Columbia

Non-software content in this repository is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0).

You are free to share and adapt this material, provided that you:

  • Attribution - give appropriate credit, link to the license, and indicate if changes were made.
  • NonCommercial - do not use the material for commercial purposes.
  • ShareAlike - if you remix or build upon the material, distribute your contributions under this same license.

The full legal text is available at https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode.en.