Add .Net Interactive .ipynb CSV data loading example with C# about chicago-crimes

[RandomFractals]

Something is off while trying to load smaller 2022 crimes CSV data file with msft DataFrame:

[RandomFractals]

@colombod from .Net Interactive team suggested to try the latest preview version of .Net ML libs using:

#i "nuget:https://pkgs.dev.azure.com/dnceng/public/_packaging/MachineLearning/nuget/v3/index.json"
#r "nuget:Microsoft.Data.Analysis,0.20.0-preview.22514.1"

This is using a daily build that will be out soon for the Dataframe nuget.

Sample ml project notebook:

https://github.com/microsoft/dotnetconf-studentzone/blob/main/Using%20ML.NET%20for%20Machine%20Learning/WaterConsumptionMLproject.ipynb

[RandomFractals]

Updated .Net Interactive notebooks setup to use new Polyglot Notebooks ext.:

https://marketplace.visualstudio.com/items?itemName=ms-dotnettools.dotnet-interactive-vscode

Changed imports to ML .Net preview nugets listed above.

Still getting load CSV data error, even for the smaller 33Mb file:

[RandomFractals]

ML .net nuget is very beta and can't parse CSV with missing data fields yet.

Devs suggested to try 3rd party parquet library instead:

https://github.com/G-Research/ParquetSharp.DataFrame