As I am training my model I got in contact with the following metrics:

E.g.:
At iteration 6345/6500/6500, Mean rms=6.246%, delta=7.139%, char 
train=68.07%, word train=92.2%, skip ratio=0%,  New best char error = 68.07 
wrote checkpoint.

Unfortunately I don't find any proper and detailed description or 
explanation of these metrics on the web. 

To evaluate the metrics this information would be really helpful, as right 
now It feels more like guessing what values are "good". As most developers 
are lacking in experience it is pretty hard to tell what values are "good" 
or "bad".


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