[amss] remove interpolation and replace np.interp
@kp992 is already working on this.
Since Aug 6, 2025.
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Description
The interpolation package is used in the amss lecture as it provided numba jit compatible functions.
The np.interp function is now compatible with numba so we can update this lecture and remove a dependency.
Currently this lecture uses
from interpolation.splines import eval_linear, UCGrid, nodes
hopefully we can find alternatives in numpy as a quick short term fix.
In the medium term we will update this lecture to use jax
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