nbgrader

We are using nbgrader[0] to handle the labs of our students, while we are happy with nbgrader, from the videos, Teams for Education look so much nicer to use. I also agree that using tools centered on coding offer a really nice experience for both students and teachers. [0] -- https://github.com/jupyter/nbgrader

I love JupyterHub, but we've hit some real headaches in having it scale. At Virginia Tech, we have an introductory course for non-computing majors where students are using Jupyter through JH. At around the 70-student mark, we have performance issues. Considering that the course is eventually meant to scale much farther (hundreds of students), we're not really sure how we can make further progress with our current resources. I hope this new version has some performance enhancements (though I don't see any in the changelog). Last I talked with anyone about this was in the NBGrader project[1], where other schools were hitting walls with scaling. [1] https://github.com/jupyter/nbgrader/issues/530#issuecomment-...

It's easy to grade student assignments in notebooks with https://github.com/jupyter/nbgrader, which also makes it great for teaching.

nbgrader is a "A system for assigning and grading Jupyter notebooks." https://github.com/jupyter/nbgrader jupyter-edx-grader-xblock https://github.com/ibleducation/jupyter-edx-grader-xblock > Auto-grade a student assignment created as a Jupyter notebook, using the nbgrader Jupyter extension, and write the score in the Open edX gradebook ... networkx is a graph library written in Python which has pretty good docs: https://networkx.github.io/documentation/stable/reference/ There are a few books which feature networkx.