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Webinar signup: Advances in Gradient Boosting: the Power of Post-Processing. December 14, 10-11 a.m., PST

Webinar signup: Advances in Gradient Boosting: the Power of Post-Processing

December 14, 10-11 a.m., PST

Webinar Registration:  


Course Outline:

I. Gradient Boosting and Post-Processing:

o What is missing from Gradient Boosting?

o Why post-processing techniques are used?


II. Applications Benefiting from Post-Processing: Examples from a variety of industries.

o Financial Services

o Biomedical

o Environmental

o Manufacturing

o Adserving


III. Typical Post-Processing Steps


IV. Techniques:

o Generalized Path Seeker (GPS): modern high-speed LASSO-style regularized  regression.

o Importance Sampled Learning Ensembles (ISLE): identify and reweight  the most influential trees.

o Rulefit: ISLE on “steroids.”  Identify the most influential nodes and rules.


V. Case Study Example:

o Output/Results without Post-Processing

o Output/Results with Post-Processing

o Demo

Views: 202

Tags: analytics, boosting, data, data mining, ensemble models, gradient, gradient boosting, mining, model ensembles


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