Agentic Conversations (formally mlops.community)
Agentic Conversations (formally mlops.community)
Demetrios
Operationalize Open Source Models with SAS Open Model Manager // Ivan Nardini // Customer Engineer at SAS // MLOps Meetup #39
56 minutes Posted Oct 27, 2020 at 1:06 pm.
Intro to Ivan Nardini
Operationalize Open Source Models with SAS Open Model Manager slide
Agenda
What is ModelOps and what is the difference between MLOps and ModelOps?
"Do I look like an expert?" Ivan's Background
Why ModelOps?
Operationalizing Analytics
Operationalizing Analytics: SAS
Operationalizing Analytics: Customer
What's a model for you?
Hidden Complexity in ML Systems
Hidden Complexity in ML Systems: Business Prospective
Hidden Complexity in ML Systems: IT Prospective
One of the hardest things is Security?
Hidden Complexity in ML Systems: Analytics Prospective
Why ModelOps?
ModelOps technologies Map
Customers ModelOps Maturity over Technology Propensity. MLOps Maturity vs. Technology Propensity
Show us your Analytical Models
SAS can support you to ship them in production providing Governance and Decisioning.
When you talk to people, is there something that you feel like there is a unified model, but focusing on the wrong thing?
Have you seen Reproducibility and Governance?
Advertising Time
Operationalize Open Source Models with SAS Open Model Manager
ModelOps with SAS
SAS Open Model Manager
Demo
SAS Model Ops Architecture - Classification Model
Model Demo: Credit Scoring Business Application
Take Homes
Operationalize Analytics  
Model Lifecycle Effort Side
Business Value Side
Typical Analytics Operationalization Graph
Analytics Operationalization with ModelOps Graph
Is this for everybody?
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56:59
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MLOps community meetup #39! Last week we talked to Ivan Nardini, Customer Engineer at SAS, about Operationalize Open Source Models with SAS Open Model Manager.  
// Abstract:
Analytics are Open.  
According to their nature, Open Source technologies allows an agile development of the models, but it results difficult to put them in production.  The goal of SAS is supporting customers in operationalize analytics  In this meetup,
I present SAS Open Model Manager, a containerized Modelops tool that accelerates deployment processes and, once in production, allows monitoring your models (SAS and Open Source).  
// Bio:
As a member of Pre-Sales CI & Analytics Support Team, I'm specialized in ModelOps and Decisioning. I've been involved in operationalizing analytics using different Open Source technologies in a variety of industries. My focus is on providing solutions to deploy, monitor and govern models in production and optimize business decisions processes. To reach this goal, I work with software technologies (SAS Viya platform, Container, CI/CD tools) and Cloud (AWS).  
//Other Links you can check Ivan on:
https://medium.com/@ivannardini
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https://www.linkedin.com/in/dpbrinkm/
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https://www.linkedin.com/in/ivan-nardiniDescription
Timestamps: