MeetupBuilding an ML Platform at SurveyMonkeyClaimSurveyMonkey's machine learning feature store provides bulk training data and real-time serving data through separate but aligned structures.19:40
Feature stores, and second thoughts in 2020
6 sessions
MeetupBuilding an ML Platform at SurveyMonkey
MeetupMid-Scale Production Feature EngineeringPushed backDr. Venkata Pingali rejects the idea that feature engineering is a simple linear process in which data is merely fed into a model.31:38
MeetupRunning a Fintech on Machine LearningPushed backThe team favored building its feature store internally rather than buying an existing product because it wanted tighter integration and customization, and found no sufficiently mature market solution.46:45
MeetupFeature Stores: An Essential Part of the ML Stack to Build Great DataPushed backKevin Stumpf rejects the idea that Tecton should be an end-to-end machine-learning platform, arguing that a focused feature platform can integrate with best-in-class tools for other parts of the workflow.53:00
PodcastA Conversation Around Feature StoresPushed backVenkata Pingali said the future design space would contain many different feature-store architectures rather than one standard implementation.45:42
MeetupContinuous Evaluation & Model ExperimentationClaimDanny Ma says machine learning experiments can vary hyperparameters, algorithms, feature engineering steps, input variables, labels, and targets.11:18