Hi Utkarsh, These are awesome features to have. I will definitely help provide guidance and support.
1) I think someone may have C* drivers work-in-progress. If that’s the case, I invite the person(s) to come forward and join this journey. 2) PIO supports a plug-in architecture in its serving process. For monitoring, we can start from there. For model management, I believe we mostly need to expose it. That is already in the metadata. Regards, Donald On Thu, Apr 26, 2018 at 11:03 AM Utkarsh Deep <[email protected]> wrote: > Hi all, > > I am in process of exploring PIO as the framework to deploy ML models to > production. But to serve our use-case there are few things missing and I > would love to contribute and would invite anyone who could guide and > support me in the journey. > > List of features that I propose: > > 1) Implementing Cassandra as the event and metadata store. > > 2) Adding a monitoring and management framework for the ML models > > Monitoring: Real time evaluation of the model whenever it produces > an output given a query. Monitoring can include many things like: health > monitoring, latencies, business and model metric real time evaluation. > > Management: Versioning of model, keeping track of what went into > building model, model updation. > > > Some might already be available, some might not. I would love to hear > back and contribute back with some guidance. > > > Regards, > > Utkarsh Deep > >
