fix warnings in air tutorial
"\n",
"A [standalone implementation](https://github.com/uber/pyro/tree/dev/examples/air) is also available.\n",
"\n",
- "<p style='border: 1px solid red; padding: 1em'>\n",
+ "<div class=\"alert alert-info\">\n",
"Current status: We can describe this model and inference strategy in Pyro, but we have yet to finalize our experimental results.\n",
- "</p>"
+ "</div>"
]
},
{
"\n",
"## Results\n",
"\n",
+ "<div class=\"alert alert-info\">\n",
+ "This section will be updated with more results.\n",
+ "</div>\n",
+ "\n",
"The following images show the progress made by our [standalone implementation](https://github.com/uber/pyro/tree/dev/examples/air) during an inference run. The top image shows four data points from the training set. The bottom image is a visualization of a sample from the guide (for these data points) that shows the values sampled for `z_pres` and `z_where`. It also shows reconstructions of the input obtained by passing the sample from the guide back through the model to generate an output image.\n",
"\n",
"<img src='_static/img/air_inputs.jpg' />\n",
"\n",
"Note that at this stage of inference the locations of most of the digits are inferred accurately but object counts are not.\n",
"\n",
- "`TODO: Add more results`\n",
- "\n",
"## References\n",
"\n",
"[1] `Attend, Infer, Repeat: Fast Scene Understanding with Generative Models`\n",
