---
title: "Advanced Analytics with Data Science Models"
canonical: "https://wiki.yellowfinbi.com/space/yfcurrent/2203278/Advanced%20Analytics%20with%20Data%20Science%20Models"
format: markdown
---
## Overview

Yellowfin's data science modeling functionality allows you to bring machine learning models into production, through integration with common data science platforms and model interchange formats. This currently includes:

- PMML
- PFA
- H2O.ai
- R

### Yellowfin Channels

There are two ways to utilize this functionality:

- [**Advanced Functions:**](https://yellowfin.atlassian.net/wiki/spaces/yfcurrent/pages/2197682) This is done through Yellowfin's Report Builder. Use the advanced functions when creating a report, to directly tap into your data science models, and run post-query analysis across your data set.
- [**Data Transformation:**](https://yellowfin.atlassian.net/wiki/spaces/yfcurrent/pages/2198459)<span style="color: #000000"> Using Yellowfin's Data Transformation module, you can</span><span style="color: #000000"> pull in your model via a transformation widget to produce a seamless flow into your environment.</span>

### Plug-ins

Please note that these Plug-ins are no longer supported by Yellowfin. To find out more about your support options, please review the following support [article](https://community.yellowfinbi.com/announcement/discontinue-support-for-marketplace-content). For further information please contact [support.](https://www.yellowfinbi.com/support)

### Quick Links

- [Learn how to add plugins into your platform.](https://yellowfin.atlassian.net/wiki/spaces/yfcurrent/pages/2198308)
- [Learn more about incorporating data models via the Report Builder's advanced functionality.](https://yellowfin.atlassian.net/wiki/spaces/yfcurrent/pages/2197682)
- [Bring in your models through the Data Transformation module's special transformation steps.](https://yellowfin.atlassian.net/wiki/spaces/yfcurrent/pages/2198459)
- [Detailed guide on using the PMML transformation step.](https://yellowfin.atlassian.net/wiki/spaces/yfcurrent/pages/2197672)
- [Detailed guide on using the H2O.ai transformation step.](https://yellowfin.atlassian.net/wiki/spaces/yfcurrent/pages/2202679)
- [Learn to use the PMML advanced function.](https://yellowfin.atlassian.net/wiki/spaces/yfcurrent/pages/2198148)
- [Learn how to use the H2O.ai advanced function.](https://yellowfin.atlassian.net/wiki/spaces/yfcurrent/pages/2198155)