Featureform

Build feature engineering workflows with Featureform and Redis.

Featureform helps data teams define, materialize, and serve machine learning features by using a declarative Python SDK on top of existing data systems.

Featureform works with offline systems such as Snowflake, BigQuery, and Databricks or Spark, then uses Redis as the low-latency online store for feature serving.

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What this section covers

  • The Python SDK workflow for registering providers, datasets, transformations, entities, features, labels, training sets, and feature views
  • The distinction between metadata registration and materialization in the current API
  • Point-in-time correct feature definitions for both batch and streaming workflows
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