Personalization at zulily
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Transcript of Personalization at zulily
WICS @ SFUWOMEN IN COMPUTING SCIENCE @ SIMON FRASER UNIVERSITY
International Womens Day Celebration 2011 & 2012
OUR GOALBuilding recommendation systems to provide a personalized, fun
zulily experience across all platforms
Predict demand at SKU (Stock Keeping Unit) levelCollaborative filtering to increase discoverySort sales based on member's likelihood to engageDisplay right sale event images for each member
CHALLENGESOur business is growing very fast
Launching ~100 new sales events and ~9000products everydayExpanding internationally: Canada, Australia, and UK
Most of these sales events are only for three daysRapid customer growth
PROVIDEMember-specific recommendationsOptimization of the best shopping experience in real timeScalable, highly available with very low latency services
OUR APPROACHBreak product catalog down into features
An event with strong feature scores for kids & girls
Use member interactions to compute interest in these features.
OUR APPROACHEvents and products you have clicked onProducts that you have added to your cartProducts you have purchased
HOW WE CHOOSE THE IMAGES ON THELANDING PAGE?
Different images dispalyed on the same sale for each member
CONTEXTUAL MULTI-ARMED BANDITPROBLEM
Implementing optimization algorithms that pick the best restult from a known, relatively small set of potential candidates.
Learn more @ engineering.zulily.com
WE CONTRIBUTE BACK TO OUR COMMUNITY!We have open sourced some of our projects:
dropshipEasy java deployment
gcs-buddyAn easy-to-use java client for the Google Cloud Storage (GCS) API
zdutilTool for provisioning GCE hadoop clusters
... andFind more @ github.com/zulily
WE CONTRIBUTE BACK TO OUR COMMUNITY!We have made contributions to open source projects:
KubernetesContainer Cluster Manager https://github.com/googlecloudplatform/kubernetes
Go Package for NSQA realtime distributed messaging platform https://github.com/bitly/go-nsq
Google Cloud for GoGoogle Cloud APIs Go Client Libraryhttps://github.com/GoogleCloudPlatform/gcloud-golang
CONTACTtwitter: @SaraAdinehgithub.com/zulilyzulily.com/careersengineering.zulily.com/twitter: @zulilytech