Learning Rate - Is learning rate 0.1 too high?

Larger learning rates can reduce the number of training epochs required. Smaller batch sizes are more compatible with smaller learning rates due to the imprecise estimate of the error gradient. A conventional starting point for the learning rate could be 0.1 or 0.01, which might be a suitable initial point for your problem.