Welcome to Surround

Welcome to Surround’s documentation! Surround is a framework for building machine learning pipelines in Python.

For a quick rundown on getting started with Surround see Getting Started. For more information on the aim and philosophy of Surround see About. Just need to learn more about a particular method or class? See API Reference.

• About
  • What is Surround?
  • How does Surround work at its core?
• Getting Started
  • Installation
  • Project Setup
  • Creating your first pipeline
  • Running your first pipeline in a container
  • Serving your first pipeline via Web Endpoint
• Command-line Interface
  • surround
  • init
  • run
  • lint
  • data
  • split

• API Reference
  • Assembler
    • Config
    • State
    • Stage
    • Estimator
  • Runner
  • Data Container
  • Metadata