https://github.com/GPflow/GPflow
Revision 118dcfe315e9ebf631fa1fe55218bc7607258897 authored by joshuacoales-pio on 26 March 2020, 16:46:56 UTC, committed by GitHub on 26 March 2020, 16:46:56 UTC
Fixing broken notebook links in the README, GPFlow intro, and gpflow2 upgrade guide.

Mostly links to files which used to be .ipynb jupyter files, and are now jupytext files.
Removing (commenting out) a couple links to now-removed notebooks.
Updating link to monitoring notebook, such that #1344 just needs to uncomment that line
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Tip revision: 118dcfe315e9ebf631fa1fe55218bc7607258897 authored by joshuacoales-pio on 26 March 2020, 16:46:56 UTC
Fixing up broken notebook links (#1369)
Tip revision: 118dcfe
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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