instead of returning the image bytes to the api user, we are moving towards hosting them on the backend but we need to be careful moving forwards and make sure that we delete the images after use

getting rid of some more problematic type hints

making better loss history / epoch plot

savving memory with close fig

switching to png

think that the way we had teh plot function setup may have been causing some problems with buffers in the cloud

believe to have created a function to build a svg plot and send it over the network

produced a solution to the problem of funcions not being accessed

configured the run_dev shell script

we should try to do this with regression on a simple dataset from the internet somewhere because I think it is hard to see how well it is doing with completley random data

added animated plot of loss history

plot functionality'