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fix minor inconsistent notation in bayesopt tutorial (#164)
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mirca committed Nov 26, 2023
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6 changes: 3 additions & 3 deletions docs/tutorials/bayesopt.rst
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Expand Up @@ -35,8 +35,8 @@ computationally expensive. I think that the classic reference is `Jones
et al. (1998) <https://doi.org/10.1023/A:1008306431147>`__ and the
example here will look a bit like their section 4.1.

First, we'll define the scalar objective that we want to minimize in the
range :math:`-5 \le x \le 5`.
First, we'll define the scalar objective, parametrized by :math:`\theta`,
that we want to minimize in the range :math:`-5 \le \theta \le 5`.

.. code:: python
Expand Down Expand Up @@ -64,7 +64,7 @@ Now, for the "Bayesian" optimization, the basic procedure that we'll
follow is:

1. Start by evaluating the model at a set of points. In this case, we'll
start with a uniform grid in :math:`x`.
start with a uniform grid in :math:`\theta`.
2. Fit a GP (optimize the hyperparameters) to the set of training
points.
3. Find the input coordinate that maximizes the "expected improvement"
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