Pbdl-book Alternatives
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pbdl-book reviews and mentions
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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!
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The primary programming language of pbdl-book is Jupyter Notebook.
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