addressalign-toparrow-leftarrow-rightbackbellblockcalendarcameraccwcheckchevron-downchevron-leftchevron-rightchevron-small-downchevron-small-leftchevron-small-rightchevron-small-upchevron-upcircle-with-checkcircle-with-crosscircle-with-pluscontroller-playcrossdots-three-verticaleditemptyheartexporteye-with-lineeyefacebookfolderfullheartglobegmailgooglegroupshelp-with-circleimageimagesinstagramFill 1light-bulblinklocation-pinm-swarmSearchmailmessagesminusmoremuplabelShape 3 + Rectangle 1ShapeoutlookpersonJoin Group on CardStartprice-ribbonprintShapeShapeShapeShapeImported LayersImported LayersImported Layersshieldstartickettrashtriangle-downtriangle-uptwitteruserwarningyahoo

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.
lisasolomon
San Diego, CA
Post #: 6
Webinar: Advances in Gradient Boosting: the Power of Post-Processing
December 14, 10-11 a.m., PST

Webinar Registration:
http://2.salford-syst...­

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
Powered by mvnForum

People in this
Meetup are also in:

Sign up

Meetup members, Log in

By clicking "Sign up" or "Sign up using Facebook", you confirm that you accept our Terms of Service & Privacy Policy