pbdl-book
thebe
| pbdl-book | thebe | |
|---|---|---|
| 2 | 2 | |
| 842 | 377 | |
| 3.8% | 2.4% | |
| 5.0 | 8.4 | |
| 18 days ago | 15 days ago | |
| Jupyter Notebook | Jupyter Notebook | |
| - | BSD 3-clause "New" or "Revised" License |
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pbdl-book
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Using differential equations/dynamical systems in practical data science?
For anyone interested, I loved this resource: https://physicsbaseddeeplearning.org/
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Physics-Based Deep Learning Book
https://github.com/tum-pbs/pbdl-book/blob/main/_toc.yml and all the config is in one file: https://github.com/tum-pbs/pbdl-book/blob/main/_config.yml (the build system leverages Sphinx which is the docs workhorse in the Python world)
One of the coolest things is the "Launcher" option which gives readers the options to "run" any notebook interactively (using the rocket button in the top right). It's a one-line config https://github.com/tum-pbs/pbdl-book/blob/main/_config.yml#L... A similar config would enable the "Launch in Pybinder" option which is a free ephemeral jupyter provider, see https://mybinder.org/
This "execute anywhere" option is nicely abstracted away as the `thiebe` library, and there is even POC work to run a pyodide kernel (https://github.com/executablebooks/thebe/issues/465) so soon all of this goodness will work offline in your browser!
As an educator, it's hard not to get excited about the future, given the pace at which learning/teaching tooling is developing!
thebe
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JupyterLite is a JupyterLab distribution that runs in the browser
There was some work (and POC) on getting pyodide to work as a thebe backend. You can check out this thread: https://github.com/executablebooks/thebe/issues/465 and other issues/PRs backlinked to it. I don't think anything like that has shipped yet, but definitely worth exploring (in the meantime the usual mybinder backend[1] for jupyter books works great, i.e. you don't have to host yourself).
[1] https://jupyterbook.org/en/stable/interactive/launchbuttons....
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Physics-Based Deep Learning Book
https://github.com/tum-pbs/pbdl-book/blob/main/_toc.yml and all the config is in one file: https://github.com/tum-pbs/pbdl-book/blob/main/_config.yml (the build system leverages Sphinx which is the docs workhorse in the Python world)
One of the coolest things is the "Launcher" option which gives readers the options to "run" any notebook interactively (using the rocket button in the top right). It's a one-line config https://github.com/tum-pbs/pbdl-book/blob/main/_config.yml#L... A similar config would enable the "Launch in Pybinder" option which is a free ephemeral jupyter provider, see https://mybinder.org/
This "execute anywhere" option is nicely abstracted away as the `thiebe` library, and there is even POC work to run a pyodide kernel (https://github.com/executablebooks/thebe/issues/465) so soon all of this goodness will work offline in your browser!
As an educator, it's hard not to get excited about the future, given the pace at which learning/teaching tooling is developing!
What are some alternatives?
pysindy - A package for the sparse identification of nonlinear dynamical systems from data
demo - JupyterLite demo deployed to GitHub Pages 🚀
r-wasm - modifying R to compile with wasm
webr - The statistical language R compiled to WebAssembly via Emscripten, for use in web browsers and Node.