How do I generate logscale random values between two numbers for hyper-parameter tuning i.e. learning rate?

For hyperparameters like learning rate, generating random numbers between 0.0001 and 1 will not provide an accurate representation of the hyperspace.

How would I generate 100 random numbers between 0.0001 and 1 with logscale?