https://github.com/GPflow/GPflow
Revision 1272141f889332373f1469e950b3db3deee32e8d authored by st-- on 30 March 2020, 10:33:32 UTC, committed by GitHub on 30 March 2020, 10:33:32 UTC
* fix notebook LaTeX equations

* remove empty cells at bottom of notebooks

* fix link to intro_to_gpflow2 in docs

* Apply suggestions from code review

Co-Authored-By: Vincent Dutordoir <dutordoirv@gmail.com>

* fix internal notebook link

* more fixes

Co-authored-by: Vincent Dutordoir <dutordoirv@gmail.com>
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Tip revision: 1272141f889332373f1469e950b3db3deee32e8d authored by st-- on 30 March 2020, 10:33:32 UTC
fix notebook LaTeX equations + upgrade guide link (#1370)
Tip revision: 1272141
GLOSSARY.md
## Glossary

GPflow does not always follow standard Python naming conventions,
and instead tries to apply the notation in the relevant GP papers.\
The following is the convention we aim to use in the code.

---

<dl>
  <dt>GPR</dt>
  <dd>Gaussian process regression</dd>

  <dt>SVGP</dt>
  <dd>stochastic variational inference for Gaussian process models</dd>

  <dt>Shape constructions [..., A, B]</dt>
  <dd>the way of describing tensor shapes in docstrings and comments. Example: <i>[..., N, D, D]</i>, this is a tensor with an arbitrary number of leading dimensions indicated using the ellipsis sign, and the last two dimensions are equal</dd>

  <dt>X</dt>
  <dd>(and variations like Xnew) refers to input points; always of rank 2, e.g. shape <i>[N, D]</i>, even when <i>D=1</i></dd>

  <dt>Y</dt>
  <dd>(and variations like Ynew) refers to observed output values, potentially with multiple output dimensions; always of rank 2, e.g. shape <i>[N, P]</i>, even when <i>P=1</i></dd>

  <dt>Z</dt>
  <dd>refers to inducing points</dd>

  <dt>M</dt>
  <dd>stands for the number of inducing features (e.g. length of Z)</dd>

  <dt>N</dt>
  <dd>stands for the number of data or minibatch size in docstrings and shape constructions</dd>

  <dt>P</dt>
  <dd>stands for the number of output dimensions in docstrings and shape constructions</dd>

  <dt>D</dt>
  <dd>stands for the number of input dimensions in docstrings and shape constructions</dd>
</dl>
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