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Sydney Data Miners Message Board › Webinar (free): Advances in Gradient Boosting: the Power of Post-Processing

Webinar (free): Advances in Gradient Boosting: the Power of Post-Processing

Lisa S.
San Diego, CA
Post #: 6
Webinar: 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
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