EVRI-thing You Need to Know About Diviner and PLS_Toolbox/Solo 9.5

EVRI-thing You Need to Know About Diviner and PLS_Toolbox/Solo 9.5

Diviner is our new semi-automated Machine Learning tool for accelerating the development of calibration models. Three years in development, Diviner is the centerpiece of the soon to be released PLS_Toolbox and Solo 9.5. After a preliminary automated outlier analysis, Diviner searches over preprocessing methods, regression parameters and variable selections to find models that predict well without being overfit. It presents results so that analysts can understand what options are contributing to model quality and thus learn from the process and make informed choices rather than blindly picking “the best model” for implementation.

A PDF of the presentation can be downloaded here.

Table of Contents

00:00 – Introduction and Outline

02:30 – Diviner Intro

11:00 – Diviner Example Setup

27:30 – Reviewing Diviner Results

43:00 – Diviner Roadmap and Takeaways

45:20 – Ensemble Models