Webinar signup:
Advances in Gradient Boosting: the Power of Post-Processing
December 14, 10-11 a.m., PST
Webinar Registration:
http://2.salford-systems.com/gradientboosting-and-post-processing/
Course Outline:
* Gradient Boosting and Post-Processing:
o What is missing from Gradient Boosting?
o Why post-processing techniques are used?
* Applications Benefiting from Post-Processing: Examples from a variety
of industries.
o Financial Services
o Biomedical
o Environmental
o Manufacturing
o Adserving
* Typical Post-Processing Steps
* 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.
* Case Study Example:
o Output/Results without Post-Processing
o Output/Results with Post-Processing
o Demo
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