Hyperparameter tuning with optuna notebook

[drewoldag]

Make a common workflows notebook that shows tuning with optuna.

Three different starting learning rates
0.1
0.05
0.01

Three different LR schedulers.

Default LR scheduler w/ gamma=1
Default LR scheduler w/ gamma=0.9
CosineAnnealing