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Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)

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This pull request changes the compat entry for the `NodeJS` package from `1` to `1, 2`. This keeps the compat entries for earlier versions. Note: I have not tested your...

also the wengart list is not quite what is said and what isn't said (what a list is, deserves to be said)

bug

Everything from `We can make this faster by preallocating the cache vector` to before `And let's get the mean of the trajectory for each of the parameters.` hardly speeds anything...

bug

from @ChrisRackauckas ```now Julia just takes any asynchronous tasks and can choose the multithread how it wants from that```

bug

**Suggestion** **Identification** **Correction** **Screenshots** **Additional context**

bug

This pull request changes the compat entry for the `CUDA` package from `3` to `3, 4`. This keeps the compat entries for earlier versions. Note: I have not tested your...

i was trying to find that pic you used in a number of presentations to explain stiff dynamics and couldnt find it

enhancement

**Suggestion** In Lecture 3, "Tuples are contravariant and heterogeneously typed with a parameter per internal object." should be read as "Tuples are *covariant*...". **Identification** https://github.com/SciML/SciMLBook/blob/3091889761a3e6c9d90fb30d42e7e6dc9b1192a7/_weave/lecture03/sciml.jmd#L312 **Correction** Change *contravariant* to *covariant*.

bug

Chapter 18 on profiling is quite outdated - `Traceur` is not maintained and has been replaced by `JET` - the Juno editor is not developped anymore so `Juno.profiler` won't work...

enhancement