Dear Mr Stella,

I didn't know who you are since today when I read more about you.

So first, thanks for your time answering to my previous post.

Here below, there are some other questions, because I read the available 
guidelines about Metron focusing on Maas but for me it is not clear how to 
deploy my ML model into this tool.

Is there anyway where I can find more details?

thanks for anyone that would help me.

Best regards,

Simone

> Il 5 giugno 2017 alle 19.21 sml...@libero.it ha scritto:
> 
> 
>     Hello Casey,
> 
>     your answer makes something more clear, but not at all.
> 
>     My question about ML models was because somewhere on the web I read that 
> Metron comes with ML.
>     But maybe it's better to say that it supports ML models.
> 
>     If I understood well, I can run Metron in a virtual machine connected to 
> my network. With NIFI I can select the protocols/packets that I would store 
> (similar as Wireshark does).
> 
>     Then, I do not understand how to fill the data in to the ML algorithm.
> 
>     Can you try to explain me something more, or indicate any tutorial that 
> can explain the implementation process.
> 
>     For example if I have an SVM algo that I would test into Metron and that 
> ML algortihm has been developed in python using scikit-py.
> 
>     How can I do that?
> 
>     Thank you and I'm sorry for the very basic question.
> 
>     Best Regards,
> 
>     Simone
> 
>         > > 
> >         Il 5 giugno 2017 alle 18.45 Casey Stella <ceste...@gmail.com> ha 
> > scritto:
> > 
> >         We do not ship any ML models currently with metron, just the 
> > infrastructure
> >         to deploy your own models and interact with those models from within
> >         Metron. That being said, you might be interested in
> >         https://gist.github.com/cestella/8dd83031b8898a732b6a5a60fce1b616 
> > That's
> >         the code to take a DGA model written in scikit-learn from
> >         
> > https://github.com/ClickSecurity/data_hacking/tree/master/dga_detection and
> >         suitable for deployment via MaaS.
> > 
> >         If you want more information about MaaS, I'll be giving a talk on 
> > it next
> >         week at DataWorks Summit and that deck will be public.
> > 
> >         On Mon, Jun 5, 2017 at 12:09 PM, <sml...@libero.it> wrote:
> > 
> >             > > > 
> > >             Hello Simon,
> > > 
> > >             thank you for your prompt replay and for the link as well.
> > > 
> > >             I'm more confortable with Python.
> > > 
> > >             May I ask you if there is any example in python that I use as 
> > > template to
> > >             receive network packets and then implement the machine 
> > > learning algorithm?
> > > 
> > >             Moreover, where can I find documentation about the ML 
> > > algorithm already
> > >             implemeneted into the Metron?
> > > 
> > >             Best Regards,
> > > 
> > >             Simone
> > > 
> > >                 > > > > 
> > > >                 Il 5 giugno 2017 alle 18.00 Simon Elliston Ball <
> > > >                 si...@simonellistonball.com> ha scritto:
> > > > 
> > > >                 Hi Simone, and welcome to the community.
> > > > 
> > > >                 There are a number of extension points in Metron, the 
> > > > key ones being
> > > >                 around machine learning. I suggest taking a look at
> > > >                 https://github.com/apache/metron/tree/master/metron-
> > > >                 analytics/metron-maas-service for more information 
> > > > about the model as a
> > > >                 service. This is the bit that helps you add models in 
> > > > pretty much any
> > > >                 language that will run in a yarn container (python, R 
> > > > and spark models are
> > > >                 probably the most popular).
> > > > 
> > > >                 Hope that helps, and looking forward to hearing more 
> > > > about your
> > > >                 research, and any contributions you feel like adding to 
> > > > the community.
> > > > 
> > > >                 Simon
> > > > 
> > > >                     > > > > > 
> > > > >                         > > > > > > 
> > > > > >                         On 5 Jun 2017, at 16:54, sml...@libero.it 
> > > > > > mailto:
> > > > > >                         sml...@libero.it wrote:
> > > > > > 
> > > > > >                     > > > > > 
> > > > >                     Dear community,
> > > > > 
> > > > >                     my name is Simone and I'm researcher in the field 
> > > > > of
> > > > >                     cybersecurity.
> > > > > 
> > > > >                     I've just read about Apache Metron and I would 
> > > > > ask:
> > > > > 
> > > > >                         * does it use machine learning or artificial 
> > > > > intelligence?
> > > > > 
> > > > >                         * can I extend the machine learining algo 
> > > > > already present into
> > > > >                           the Metron with mines?
> > > > > 
> > > > >                         * which is the language that I have to use to 
> > > > > extend Metron
> > > > >                           with my algorithms?
> > > > > 
> > > > >                           Thank you.
> > > > > 
> > > > >                           Best Regards,
> > > > > 
> > > > >                           Simone
> > > > > 
> > > > >                           >
> > > > > 
> > > > >                 > > > > 
> > > >             > > > 
> > >         > > 
> >     > 

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