Accelerating Machine Learning with a Feature Store
Introduction to Feature Stores and their Applications in Machine Learning
18 Tutorials
0 Exercises
Intermediate Level
100% Online
Self-paced
Our Alumni Work At
About this course
Contributors & Instructors
What you will learn?
Course Content
1. Introduction
4
Session and Speaker Overview
Operational Machine Learning
Uber’s Michelangelo Platform
What is A Feature Store
2. Problems Solved by Feature Stores
4
Extracting and Serving Features from Data
Removing Need for Repetitive Pipeline Building
High Barrier to Entry
Data Issues Break Models in Production
3. Deeper Dive into Feature Stores
4
Components of Feature Stores
Using Feature Store in ML Lifecycle
How Feature Stores Help ML Teams
Getting Started with a Feature Store
4. Demo of Tecton
6
Introduction
Tecton's UI
Problem Statement and Scenario
Creating a New Feature
Using Feature Store to Train a Model
Monitoring the Model, Tecton Support and Wrapping Up
