Add AutoML Interactive Extension

[JakeRadMSFT]

This PR is going to add a Visualizer for AutoML experiments to track AutoML progress while it's running in a Notebook.

It's not perfect but it's a start:

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So we can do the best job, please check:

• There's a descriptive title that will make sense to other developers some time from now.
• There's associated issues. All PR's should have issue(s) associated - unless a trivial self-evident change such as fixing a typo. You can use the format Fixes #nnnn in your description to cause GitHub to automatically close the issue(s) when your PR is merged.
• Your change description explains what the change does, why you chose your approach, and anything else that reviewers should know.
• You have included any necessary tests in the same PR.

[JakeRadMSFT]

Related to:

• Fix closing div tag in Interactive Formatter plotly/Plotly.NET#305
• ML Notebooks should use Plotly.NET csharp-notebooks#44

[codecov]

Codecov Report

Merging #6243 (02ffadd) into main (ea2dc6e) will increase coverage by 0.00%.
The diff coverage is n/a.

@@ Coverage Diff @@## main #6243 +/- ##
=======================================
Coverage 68.39% 68.39% =======================================
Files 1141 1141 Lines 244790 244790 Branches 25405 25405 =======================================
+ Hits 167419 167430 +11 + Misses 70715 70705 -10 + Partials 6656 6655 -1 

Flag	Coverage Δ
Debug	68.39% <ø> (+<0.01%)	⬆️
production	62.85% <ø> (+<0.01%)	⬆️
test	88.99% <ø> (ø)

Flags with carried forward coverage won't be shown. Click here to find out more.

Impacted Files	Coverage Δ
src/Microsoft.ML.Data/Transforms/ColumnCopying.cs	96.26% <0.00%> (-0.94%)	⬇️
...StandardTrainers/Standard/LinearModelParameters.cs	65.82% <0.00%> (-0.26%)	⬇️
...soft.ML.Transforms/Text/WordEmbeddingsExtractor.cs	86.87% <0.00%> (+1.13%)	⬆️
...c/Microsoft.ML.FastTree/Utils/ThreadTaskManager.cs	100.00% <0.00%> (+20.51%)	⬆️

[LittleLittleCloud]

LGTM