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feast-dev/feast-workshop

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Workshop: Learning Feast

Overview

This workshop aims to teach basic Feast concepts & best practices by example. We walk through how to address common use cases and architectures.

Pre-requisites

This workshop assumes you have the following installed:

  • A local development environment that supports running Jupyter notebooks (e.g. VSCode with Jupyter plugin)
  • Python 3.7+
  • pip
  • Docker & Docker Compose (e.g. brew install docker docker-compose)

Modules

See also: Feast quickstart

These are meant mostly to be done in order, with examples building on previous concepts.

Description Module
Setting up Feast projects & CI/CD + powering batch predictions Module 0
Online feature retrieval with Kafka, Spark, Redis Module 1
On demand feature views Module 2
Versioning features / models in Feast TBD
Data quality monitoring in Feast TBD
Feature server deployment (embed, as a service, AWS Lambda) TBD

About

A workshop with several modules to help learn Feast, an open-source feature store

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