Github user jongyoul commented on the issue:

    https://github.com/apache/zeppelin/pull/1265
  
    Concerning those modes, AFAIK, before Zeppelin 0.6.0, Zeppelin has only 
`shared` mode, but most of users want to run a interpreter with their own, 
Zeppelin add two modes called `scoped` and `isolated`. The main difference 
between them is where that interpreter is launched. `scoped` mode launches an 
interpreter with same process and different thread with its own class loader. 
Otherwise, `isolated` launches different process. `per user` and `per note` are 
dimensions to support those modes.
    
    @zjffdu I also agree we should try to reduce complexity, but we should try 
to keep user experience equally. Zeppelin's users are not only individuals but 
also enterprise. We should consider all of users' experience. And I already 
argued that issue with @Leemoonsoo, and we conclude that keeping current users' 
behaviour is more important than making them simple. I suggest we will start to 
discuss the breaking changes. As you mentioned the above, we should think of 
the relationship of those components.


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