[jira] [Updated] (METRON-265) Provide Model as a Service infrastructure to Metron

["Casey Stella (JIRA)" <ji...@apache.org>]

     [ https://issues.apache.org/jira/browse/METRON-265?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Casey Stella updated METRON-265:
--------------------------------
    Attachment: Model Management Infrastructure in Metron.docx

> Provide Model as a Service infrastructure to Metron
> ---------------------------------------------------
>
>                 Key: METRON-265
>                 URL: https://issues.apache.org/jira/browse/METRON-265
>             Project: Metron
>          Issue Type: New Feature
>            Reporter: Casey Stella
>            Assignee: Casey Stella
>         Attachments: Model Management Infrastructure in Metron.docx
>
>
> One of the main features envisioned and requested is the ability to augment the threat intelligence and enrichment processes with insights derived from machine learning or statistical models.  The challenges with this sort of infrastructure are
> •	Applying the model may be sufficiently computationally/resource intensive that we need to support scaling via load balancing, which will require service discovery and management.
> •	Models require out of band and frequent training to react to growing threats and new patterns that emerge.
> •	Models should be language/environment agnostic as much as possible.  These should include small-data and big-data libraries and languages.



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