Split out imports for plots. Working to resolve warning. Also added comments and equations on how to validate results and calc regret.
Tested applying diff fig size and tight method to plots to work on appearing better. Didn't help.
MAB code with alternative approaches to MAB for comparison.
Fixed which packages to call for matplot and pylab to drop warning and get figsize recognized. Added regret and optimize calc functions.
Added regret and optimal to full script.
Excluding git commit python compiled files.