Master Feature Stores - Key Concepts & Terms Every Data Pro Should Know

09 Jul 2025 06:30 AM CST

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Webinar Overview

This webinar breaks down the essential building blocks of a modern feature store for machine learning. Attendees will gain a clear understanding of core terms like entities, features, entity views, and ingestion modes. Through real-world examples and conceptual explanations, the session shows how Vertex AI Feature Store structures, serves, and secures features across batch and online workflows—ensuring consistent and scalable access for both training and prediction.

Key Points

What is a Feature Store and Why It Matters
Entity Types and Entity Identifiers
Entity Views and Feature Retrieval
Feature Definitions, Timestamps, and Versioning

Meet The Trainer

Aman Kumar

Multidisciplinary AI and Software Developer, adept in LLM training and optimizing SFT and RLHF workflows for companies like Google and Amazon. Specializes in simplifying AI processes, leading teams, and creating scalable, cloud-integrated products. Committed to inclusive AI and next-gen education.

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