[Minor] Profling and logging tutorial

[MaiBe-ctrl]

Added a tutorial about logging with Tensorboard and profiling with Pytorch.

[github-actions]

Model Benchmark

Benchmark	Metric	main	current	diff
YosemiteTemps	MAE_val	0.59734	0.58159	-2.64%	✅
YosemiteTemps	RMSE_val	0.88884	0.86935	-2.19%	✅
YosemiteTemps	Loss_val	0.00046	0.00044	-4.33%	✅
YosemiteTemps	train_loss	0.00126	0.0012	-4.44%	✅
YosemiteTemps	reg_loss	0	0	0.0%	✅
YosemiteTemps	MAE	0.97461	0.94811	-2.72%	✅
YosemiteTemps	RMSE	1.70806	1.66847	-2.32%	✅
YosemiteTemps	Loss	0.00126	0.0012	-4.44%	✅
YosemiteTemps	time	139.919	139	-0.66%	✅
EnergyPriceDaily	MAE_val	5.64247	5.42935	-3.78%	✅
EnergyPriceDaily	RMSE_val	7.19972	6.88991	-4.3%	✅
EnergyPriceDaily	Loss_val	0.02893	0.02655	-8.24%	🎉
EnergyPriceDaily	train_loss	0.02957	0.02758	-6.73%	🎉
EnergyPriceDaily	reg_loss	0	0	0.0%	✅
EnergyPriceDaily	MAE	6.39654	6.15242	-3.82%	✅
EnergyPriceDaily	RMSE	8.56207	8.26192	-3.51%	✅
EnergyPriceDaily	Loss	0.02936	0.02739	-6.73%	🎉
EnergyPriceDaily	time	40.5936	40.26	-0.82%	✅
AirPassengers	MAE_val	30.8306	30.081	-2.43%	✅
AirPassengers	RMSE_val	31.8167	30.9826	-2.62%	✅
AirPassengers	Loss_val	0.01301	0.01234	-5.17%	🎉
AirPassengers	train_loss	0.00071	0.00071	-0.86%	✅
AirPassengers	reg_loss	0	0	0.0%	✅
AirPassengers	MAE	6.88169	6.86203	-0.29%	✅
AirPassengers	RMSE	8.92083	8.81789	-1.15%	✅
AirPassengers	Loss	0.00076	0.00074	-2.27%	✅
AirPassengers	time	10.1741	9.91	-2.6%	✅
PeytonManning	MAE_val	0.35533	0.35447	-0.24%	✅
PeytonManning	RMSE_val	0.50396	0.50324	-0.14%	✅
PeytonManning	Loss_val	0.01802	0.01796	-0.32%	✅
PeytonManning	train_loss	0.01466	0.01461	-0.3%	✅
PeytonManning	reg_loss	0	0	0.0%	✅
PeytonManning	MAE	0.34756	0.34738	-0.05%	✅
PeytonManning	RMSE	0.4945	0.49347	-0.21%	✅
PeytonManning	Loss	0.01465	0.01461	-0.3%	✅
PeytonManning	time	25.4073	25.47	0.25%	✅

Model training plots

Model Training

PeytonManning

YosemiteTemps

AirPassengers

EnergyPriceDaily

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 88.09%. Comparing base (fa97742) to head (a19a20e).
Report is 11 commits behind head on main.

Additional details and impacted files

@@            Coverage Diff             @@
##             main    #1628      +/-   ##
==========================================
- Coverage   88.27%   88.09%   -0.18%     
==========================================
  Files          41       41              
  Lines        5364     5369       +5     
==========================================
- Hits         4735     4730       -5     
- Misses        629      639      +10     

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