[docs] Update documentation website

[leoniewgnr]

🔮 Key changes

• new quickstart
• new readme docs
• new location of tutorials
• plotly support in google colab in plotly tutorial, thanks to @vijaybirju (# Plolty plot didn't show on colab #1259)
• plotly support for notebooks: change plotting backend to m.set_plotting_backend("plotly-static") due to [minor] Add static plotly backend #1286

[github-actions]

Model Benchmark

Benchmark	Metric	main	current	diff
AirPassengers	MAE_val	13.0626	13.0626	0.0%	✅
AirPassengers	RMSE_val	15.9453	15.9453	0.0%	✅
AirPassengers	Loss_val	0.00131	0.00131	0.0%	✅
AirPassengers	MAE	9.88156	9.88156	0.0%	✅
AirPassengers	RMSE	11.7354	11.7354	0.0%	✅
AirPassengers	Loss	0.00052	0.00052	0.0%	✅
AirPassengers	time	4.8285	4.98	3.14%	⚠️
PeytonManning	MAE_val	0.58159	0.58159	0.0%	✅
PeytonManning	RMSE_val	0.72216	0.72216	0.0%	✅
PeytonManning	Loss_val	0.01239	0.01239	0.0%	✅
PeytonManning	MAE	0.41671	0.41671	0.0%	✅
PeytonManning	RMSE	0.55961	0.55961	0.0%	✅
PeytonManning	Loss	0.00612	0.00612	0.0%	✅
PeytonManning	time	11.913	12.04	1.07%	✅
YosemiteTemps	MAE_val	1.3442	1.3442	0.0%	✅
YosemiteTemps	RMSE_val	2.00245	2.00245	0.0%	✅
YosemiteTemps	Loss_val	0.00077	0.00077	0.0%	✅
YosemiteTemps	MAE	1.3192	1.3192	0.0%	✅
YosemiteTemps	RMSE	2.13518	2.13518	0.0%	✅
YosemiteTemps	Loss	0.00064	0.00064	0.0%	✅
YosemiteTemps	time	60.6997	62.59	3.11%	⚠️

Model training plots

Model Training

PeytonManning

YosemiteTemps

AirPassengers

[codecov-commenter]

Codecov Report

Merging #1309 (6a53b58) into main (bc6891f) will not change coverage.
The diff coverage is n/a.

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@@           Coverage Diff           @@
##             main    #1309   +/-   ##
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  Coverage   89.84%   89.84%           
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  Files          38       38           
  Lines        5149     5149           
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  Hits         4626     4626           
  Misses        523      523           

[LeonieFreisinger]

LGTM!