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Easy-to-run example notebooks for Dask

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All of the examples I've seen either: 1. Show TPOT using Dask for training on a dataset that fits in memory ([shown here](https://examples.dask.org/machine-learning/tpot.html)) 2. Show how to use Dask-ml with...

Some minor changes to the xarray tutorial that hopefully make it a little clearer. I'll merge this tomorrow if there are no comments.

This [Dask Examples notebook](https://github.com/dask/dask-examples/blob/main/machine-learning/xgboost.ipynb) uses the deprecated `dask-xgboost` rather than the native XGBoost integration. Tweaking the notebook should be relatively straightforward by following the example code in [this blog](https://coiled.io/blog/dask-xgboost-python-example/) ```...

**What happened**: Running the `bag.ipynb` example several times on the same machine eventually fails at the first `Transform and Save` code cell. The `.to_textfiles()` call causes a `JSONDecodeError` due to...

It seems that to whatever reasons, it is not possible to install a package into the binder environment via conda. I tried via the terminal or directly from within the...

bug
help wanted

I suspect that we need to update the JLab workspace yaml file. Everything looks fine when you first start up, but once you actually create a cluster things reset poorly....

Hey guys, I want to get the conversation started on this. I have a v1 implementation of an example using PyTorch + Skorch for a text classification problem. I'm then...

@djhoese any interest? There is also https://examples.dask.org/applications/satellite-imagery-geotiff.html , but maybe there is more that we could add there or other examples that we could add. As a reminder, examples in...

help wanted

The new version of the `dask-sphinx-theme` is now based on the `executable-book-theme` which automatically adds a banner for pages built from `.ipynb` files printing folks to head to Binder. So...

When running CI in this project I sometimes run across the following error: ```python-traceback ~/miniconda/envs/test/lib/python3.7/site-packages/dask/bag/core.py in reify() 1603 def reify(seq): 1604 if isinstance(seq, Iterator): -> 1605 seq = list(seq) 1606...

help wanted