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# Challenge 23- Using Machine Learning to Emulate the Earth’s Surface
> **Stream 2 - Machine Learning for Earth Sciences applications**
### Goal
Evaluating and improving the performance of ECMW…
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RE: Information, Spatial Selection and the Statistics of Neighborhoods
First of all, thanks for presenting!
You discussed your use of Census Block Groups (CBGs) to operationalize “neighborhood”…
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The reason to rewrite the 'class LayerNorm(nn.Module)' is that you think the layer normal provided by PyTorch only supports 'channels_last' format (batch_size, height, width, channels), so you rewrite…
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The [RDF Data Cube](https://www.w3.org/TR/vocab-data-cube/) specification supports 'slicing' across one dimension or more, thereby reducing the dimensionality of the data cube. Originally when the RDF…
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### Problem Description
Trying to encode some x264 files, encoding randomly fails
### What version of VidCoder are you running?
7.15 SquirrelInstaller
### Encode Log
```text
# VidCoder 7.15
# St…
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Create an Evaluator class, which takes two medrecords and evaluate the differences and similarities between them.
Tasks:
- [ ] #192
- [ ] #215
- [ ] #216
- [ ] builder + comparer
- [ ] tests …
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### 🐛 Describe the bug
At shap, we have run into problems with our CI jobs on macOs, e.g. see [here](https://github.com/shap/shap/actions/runs/8021717954/job/21914432162#step:7:28). I tracked this …
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This outlines a roadmap for basic statistical functionality that Julia needs to offer. It is heavily drawn from the table of contents for MASS.
- [ ] Data processing [DataFrames.jl](https://github.com…
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(Spatial) Block validation has so far not been added to the package given the complexities of assigning blocks to single or multiple datasets that might be specified in the model. Thus in most project…
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The [Overture Maps Foundation](https://overturemaps.org/) published a beta release recently as a set of Parquet files hosted on S3 (`s3://overturemaps-us-west-2/release/2024-04-16-beta.0`; 322 objects…