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Fix typos and links
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Add documentation link in README

Revert "Add documentation link in README"

This reverts commit c005360.
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Yash-10 committed May 27, 2021
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Expand Up @@ -7,15 +7,15 @@ Why the name *numbakit-ode*?
----------------------------

We took inspiration from the scikit project, which has been building
a great ecosystem of science related python packages for a while.
We think that it would be great to have a group of independent packages
that levarage Numba for different tasks. **numbakit-ode** aims to speed
a great ecosystem of science-related python packages for a while.
We think it would be great to have a group of independent packages
that leverage Numba for different tasks. **numbakit-ode** aims to speed
up the integration of ordinary differential equations.

We do not claim ownership of the *numbakit* prefix. On the contrary, we
would be very happy if other projects use it as well.

While we hope that at some point Numba can support a larger subset
While we hope that at some point, Numba can support a larger subset
of Python constructs, we think that there will always be a place
for numbakit packages as the dynamic nature of Python makes it very
hard to compile everything.
Expand All @@ -36,7 +36,7 @@ Numba cannot (yet) cache the compiled code. But as soon as it can, this overhead
will be gone.


Is integration faster thant SciPy?
Is integration faster than SciPy?
----------------------------------

Yes.
Expand All @@ -58,21 +58,21 @@ It is not uncommon to get a 10x speed up. Take a look at the benchmarks_
How is it possible if the codebase is 100% in Python?
-----------------------------------------------------

Actually Numba_ does all the heavy work, so the applause should go to
Actually, Numba_ does all the heavy work, so the applause should go to
the numba devs. We just make use of it.


Why using Numba? Why not c, fortran, <your favorite language>?
--------------------------------------------------------------

We love Python, and Numba allows you to compile Python code into a machine
We love Python, and Numba allows you to compile Python code into machine
code.



.. _`NumPy`: http://www.numpy.org/
.. _`SciPy Integrate`: https://docs.scipy.org/doc/scipy/reference/integrate.html
.. _`Numba`: https://numba.pydata.org/
.. _`benchmarks`: https://hgrecco.github.io/numbakit-ode/
.. _`benchmarks`: https://github.com/hgrecco/numbakit-ode/tree/main/benchmarks


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