https://github.com/GPflow/GPflow
Revision a0df00ca67f074b917f8d12fb3363f9433a20c1e authored by st-- on 10 September 2020, 11:45:58 UTC, committed by GitHub on 10 September 2020, 11:45:58 UTC
Adds Copyright notice and Apache license text (short form) to the preamble of all python files underneath gpflow/.
Also unifies the copyright notice to simply state "The GPflow Contributors" to simplify maintenance of the copyright notices (this does not affect who holds copyright).
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Tip revision: a0df00ca67f074b917f8d12fb3363f9433a20c1e authored by st-- on 10 September 2020, 11:45:58 UTC
add license text to all gpflow submodules (#1480)
Tip revision: a0df00c
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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