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Scoring Outside the Box

Nascif Abousalh-Neto, JMP Principal Software Developer, SAS

Daniel Valente, PhD, JMP Senior Product Manager, SAS

 

 

Scoring – the process of using a model created by a data mining application like JMP to make predictions for new data – has been called the "unglamorous workhorse of data mining." Like a dark yin to the bright yang of predictive modeling, scoring plays a fundamental role in the implementation of a complete data mining life cycle. Scoring requires that the model is first adapted so that it can run where the new data is produced or stored. This process is usually a time-consuming and error-prone endeavor. In this paper, we will see how the new score code generation features in JMP 13 can assist you in extending the reach of your models while minimizing the work required to adapt them.

Predictive ModelingRe: Scoring Outside the Box

A new example of a scoring application built around JMP scoring code is available at the page of our Discovery 2017 tutorial: https://community.jmp.com/t5/Discovery-Summit-2017/Sharing-the-Ultimate-Boon-A-Journey-From-Modeling-to-Scoring/ta-p/46020

This example shows how to use AWS Lambda services to build a scoring application capable of providing performance at scale.

Re: Scoring Outside the Box

Awesome! Don't forget to check the source code for the demos. Good luck and let me know if I can be of further assistance.

Re: Scoring Outside the Box

Thank you, the video works perfectly now

 

Re: Scoring Outside the BoxI will try and let you know.
Re: Scoring Outside the BoxI will try and let you know.
Re: Scoring Outside the Box

@Emolina please give it another try, the video should be working now.

Re: Scoring Outside the Box

We have been using Python

Re: Scoring Outside the Box

Hey @Emolina, really glad to know! I added code examples for the presentation demos to this page some time ago, they might be helpful too.

 

Just curious (if you can share), which language have you been using as the target for scoring code generation?

Re: Scoring Outside the Box

No problem, thanks for letting me know. I watched it but I have been telling some colleagues about it. Great presentation. We have been using it for our own scoring. 

Re: Scoring Outside the Box

 Hi @Emolina  thanks for your interest. The Discovery presentation videos were removed as a consequence of the recent JMP  Community  changes but we are working on bringing them back.

 

I will ping you when that happens. Sorry for the inconvenience.

Re: Scoring Outside the Box

There used to be a link to a video of your presentation. I cannot longer find it. Has it been deleted? 

Re: Scoring Outside the Box

@mattflynn source code for all demos added, please check the new attachment.

As a bonus, I included an example of how to run a JMP model on a Spark cluster.

Enjoy!

  Nascif

Re: Scoring Outside the Box

Hi @mattflynn,

Glad to know you found it useful!

I am working on the code examples, will post back soon.

Cheers,

  Nascif

Re: Scoring Outside the Box

Nascif: 

I found the presentation quite helpful.  Please, would you be so kind as to share an example code or two?

 

Thanks & best regards,

-Matt