[Major] reduce batch size for small datasets, reduce overall epochs for most datasets

[ourownstory]

Reducing minimum batch size for better fitting of small datasets.
Reduced number of epochs for faster training times.

[github-actions]

Model Benchmark

Benchmark	Metric	main	current	diff
YosemiteTemps	MAE_val	0.64178	0.56412	-12.1%	🎉
YosemiteTemps	RMSE_val	0.92787	0.83161	-10.37%	🎉
YosemiteTemps	Loss_val	0.0005	0.0004	-19.76%	🎉
YosemiteTemps	MAE	1.092	0.98449	-9.85%	🎉
YosemiteTemps	RMSE	1.89124	1.75389	-7.26%	🎉
YosemiteTemps	Loss	0.00155	0.00132	-14.91%	🎉
YosemiteTemps	time	65.3226	35.08	-46.3%	🎉
EnergyPriceDaily	MAE_val	5.55889	5.41157	-2.65%	✅
EnergyPriceDaily	RMSE_val	7.12233	6.71538	-5.71%	🎉
EnergyPriceDaily	Loss_val	0.02829	0.02525	-10.74%	🎉
EnergyPriceDaily	MAE	6.37172	5.94936	-6.63%	🎉
EnergyPriceDaily	RMSE	8.53016	7.9833	-6.41%	🎉
EnergyPriceDaily	Loss	0.02907	0.02579	-11.28%	🎉
EnergyPriceDaily	time	16.5338	15.52	-6.13%	🎉
PeytonManning	MAE_val	0.3466	0.34955	0.85%	✅
PeytonManning	RMSE_val	0.49808	0.50049	0.48%	✅
PeytonManning	Loss_val	0.01752	0.01771	1.07%	✅
PeytonManning	MAE	0.34735	0.34653	-0.24%	✅
PeytonManning	RMSE	0.48788	0.49312	1.07%	✅
PeytonManning	Loss	0.01457	0.01464	0.51%	✅
PeytonManning	time	22.5106	12.67	-43.72%	🎉
AirPassengers	MAE_val	31.6337	30.6285	-3.18%	✅
AirPassengers	RMSE_val	32.6669	31.5254	-3.49%	✅
AirPassengers	Loss_val	0.01372	0.01277	-6.87%	🎉
AirPassengers	MAE	6.24136	6.16861	-1.17%	✅
AirPassengers	RMSE	7.82928	7.85225	0.29%	✅
AirPassengers	Loss	0.00063	0.00065	2.72%	✅
AirPassengers	time	11.2177	8.29	-26.1%	🎉

Model training plots

Model Training

PeytonManning

YosemiteTemps

AirPassengers

EnergyPriceDaily

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (587b374) 88.40% compared to head (8666ae6) 88.40%.

Additional details and impacted files

@@           Coverage Diff           @@
##             main    #1533   +/-   ##
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  Coverage   88.40%   88.40%           
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  Files          38       38           
  Lines        5105     5105           
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  Hits         4513     4513           
  Misses        592      592           

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