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Hi, in your combined model, when testing, the computation of reconstruction error is tf.square(self.rec_images2 - self.images) (line 93), I wonder that why don't you use the output of modeling epistem…
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@minhnn1
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# 🐛 Bug
## To reproduce
** Code snippet to reproduce **
```python
a = torch.randn(1761, 1761)
b = torch.randn(1761, 1761)
a_root = gpytorch.lazy.RootLazyTensor(a)
mm2 = gpytorch.lazy.…
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I am trying to run `mu.tl.mofa()` as part of panpipes with a dataset of ~100k cells, and two modalities (RNA and ATAC). I am subsetting to HVFs so I have about 8k features in RNA and 25k in ATAC.
T…
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When I try to use several GPUs to train the whole model, the output_sample's shape turn to [GPU's nums, batch_size/GPU's nums, class_num]
I wonder why the model's output has changed?
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## Keyword: sgd
There is no result
## Keyword: optimization
### A Model-Constrained Tangent Manifold Learning Approach for Dynamical Systems
- **Authors:** Authors: Hai Van Nguyen, Tan Bui-Thanh
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## Goal
Add creative examples of Pyro code developed by users out in the real world to our catalog of examples and tutorials. This is great for the community as a whole and helps the Pyro dev team …
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### Issue Description
**TL; DR**
Support for MLE, MAP, and Variational inference!
**Context**
In situations where scalability and speed need to be balanced with posterior sample quality, various…
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https://jakevdp.github.io/PythonDataScienceHandbook/04.08-multiple-subplots.html
**Linear Regression Derivation**
https://towardsdatascience.com/linear-regression-derivation-d362ea3884c2
**ASS*…